{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Manifold Learning - The S Dataset - Morphed"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Example code is using the following template\n",
    "http://scikit-learn.org/stable/auto_examples/manifold/plot_compare_methods.html\n",
    "    \n",
    "### Author: Jake Vanderplas -- <vanderplas@astro.washington.edu>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Automatically created module for IPython interactive environment\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1085d3080>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Adjustments by S.Kuehn, stefan.kuehn@xing.com\n",
    "\n",
    "print(__doc__)\n",
    "\n",
    "from time import time\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "from matplotlib.ticker import NullFormatter\n",
    "%matplotlib inline\n",
    "from sklearn import manifold, datasets\n",
    "\n",
    "# Next line to silence pyflakes. This import is needed.\n",
    "Axes3D\n",
    "\n",
    "n_points = 500\n",
    "X, color = datasets.samples_generator.make_s_curve(n_points, random_state=0)\n",
    "xlabels = X[:,2]>0\n",
    "\n",
    "# We now introduce a slight modification to the S curve - we lift the upper part a bit up and cut the S into two parts\n",
    "X[X[:,2]>=0,2] = X[X[:,2]>=0,2]-0.7\n",
    "#X[X[:,2]>=0.3,2] = X[X[:,2]>=0.3,2]+1.7\n",
    "#X[X[:,2]<=-0.7,2] = X[X[:,2]<=-0.7,2]-0.3\n",
    "\n",
    "fig = plt.figure(figsize=(15, 15))\n",
    "plt.suptitle(\"The disconnected S Curve with %i points\"\n",
    "             % (n_points), fontsize=24)\n",
    "\n",
    "\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "ax.scatter(X[:, 0], X[:, 1], X[:, 2], c=color, cmap=plt.cm.Spectral,s=125)\n",
    "ax.view_init(4, -72)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "standard: 0.067 sec\n",
      "ltsa: 0.1 sec\n",
      "hessian: 0.17 sec\n",
      "modified: 0.11 sec\n",
      "Isomap: 0.054 sec\n",
      "MDS: 0.35 sec\n",
      "SpectralEmbedding: 0.029 sec\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/stefan.kuehn/.pyenv/versions/3.6.2/lib/python3.6/site-packages/sklearn/manifold/spectral_embedding_.py:234: UserWarning: Graph is not fully connected, spectral embedding may not work as expected.\n",
      "  warnings.warn(\"Graph is not fully connected, spectral embedding\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t-SNE: 14 sec\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(-93.08306460636919, 85.12931399601763, -83.03973693931866, 89.11156768883036)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10a6ef278>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's re-run the example\n",
    "# In case you experience problems with any of the methods that are using eigen_solver='auto', try switching to eigen_solver='dense'\n",
    "# Runtime for more than 1000 points can be up to 2 minutes\n",
    "\n",
    "#n_points = 500\n",
    "n_neighbors = 10\n",
    "n_components = 3\n",
    "\n",
    "fig = plt.figure(figsize=(16, 8))\n",
    "plt.suptitle(\"Manifold Learning with %i points, %i neighbors, %i components\"\n",
    "             % (n_points, n_neighbors, n_components), fontsize=14)\n",
    "\n",
    "methods = ['standard', 'ltsa', 'hessian', 'modified']\n",
    "labels = ['LLE', 'LTSA', 'Hessian LLE', 'Modified LLE']\n",
    "\n",
    "for i, method in enumerate(methods):\n",
    "    t0 = time()\n",
    "    Y = manifold.LocallyLinearEmbedding(n_neighbors, n_components,\n",
    "                                        eigen_solver='auto',\n",
    "                                        method=method).fit_transform(X)\n",
    "    t1 = time()\n",
    "    print(\"%s: %.2g sec\" % (methods[i], t1 - t0))\n",
    "\n",
    "    ax = fig.add_subplot(252 + i)\n",
    "    plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "    plt.title(\"%s (%.2g sec)\" % (labels[i], t1 - t0))\n",
    "    ax.xaxis.set_major_formatter(NullFormatter())\n",
    "    ax.yaxis.set_major_formatter(NullFormatter())\n",
    "    plt.axis('tight')\n",
    "\n",
    "t0 = time()\n",
    "Y = manifold.Isomap(n_neighbors, n_components).fit_transform(X)\n",
    "t1 = time()\n",
    "print(\"Isomap: %.2g sec\" % (t1 - t0))\n",
    "ax = fig.add_subplot(257)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "plt.title(\"Isomap (%.2g sec)\" % (t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')\n",
    "\n",
    "\n",
    "t0 = time()\n",
    "mds = manifold.MDS(n_components, max_iter=100, n_init=1)\n",
    "Y = mds.fit_transform(X)\n",
    "t1 = time()\n",
    "print(\"MDS: %.2g sec\" % (t1 - t0))\n",
    "ax = fig.add_subplot(258)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "plt.title(\"MDS (%.2g sec)\" % (t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')\n",
    "\n",
    "\n",
    "t0 = time()\n",
    "se = manifold.SpectralEmbedding(n_components=n_components,\n",
    "                                n_neighbors=n_neighbors)\n",
    "Y = se.fit_transform(X)\n",
    "t1 = time()\n",
    "print(\"SpectralEmbedding: %.2g sec\" % (t1 - t0))\n",
    "ax = fig.add_subplot(259)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "plt.title(\"SpectralEmbedding (%.2g sec)\" % (t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')\n",
    "\n",
    "t0 = time()\n",
    "tsne = manifold.TSNE(n_components=n_components, init='pca', random_state=0)\n",
    "Y = tsne.fit_transform(X)\n",
    "t1 = time()\n",
    "print(\"t-SNE: %.2g sec\" % (t1 - t0))\n",
    "ax = fig.add_subplot(2, 5, 10)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "plt.title(\"t-SNE (%.2g sec)\" % (t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Oh, I made a tiny change to the example, let's use the original settings"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "standard: 0.071 sec\n",
      "ltsa: 0.095 sec\n",
      "hessian: 0.16 sec\n",
      "modified: 0.11 sec\n",
      "Isomap: 0.057 sec\n",
      "MDS: 0.21 sec\n",
      "SpectralEmbedding: 0.039 sec\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/stefan.kuehn/.pyenv/versions/3.6.2/lib/python3.6/site-packages/sklearn/manifold/spectral_embedding_.py:234: UserWarning: Graph is not fully connected, spectral embedding may not work as expected.\n",
      "  warnings.warn(\"Graph is not fully connected, spectral embedding\"\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "t-SNE: 9.5 sec\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "(-37.16281466740434, 38.272006561935584, -24.93966732109356, 24.33589611137676)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ca76be0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Let's re-run the example\n",
    "# In case you experience problems with any of the methods that are using eigen_solver='auto', try switching to eigen_solver='dense'\n",
    "# Runtime for more than 1000 points can be up to 2 minutes\n",
    "\n",
    "#n_points = 500\n",
    "n_neighbors = 10\n",
    "n_components = 2\n",
    "\n",
    "fig = plt.figure(figsize=(16, 8))\n",
    "plt.suptitle(\"Manifold Learning with %i points, %i neighbors, %i components\"\n",
    "             % (n_points, n_neighbors, n_components), fontsize=14)\n",
    "\n",
    "methods = ['standard', 'ltsa', 'hessian', 'modified']\n",
    "labels = ['LLE', 'LTSA', 'Hessian LLE', 'Modified LLE']\n",
    "\n",
    "for i, method in enumerate(methods):\n",
    "    t0 = time()\n",
    "    Y = manifold.LocallyLinearEmbedding(n_neighbors, n_components,\n",
    "                                        eigen_solver='auto',\n",
    "                                        method=method).fit_transform(X)\n",
    "    t1 = time()\n",
    "    print(\"%s: %.2g sec\" % (methods[i], t1 - t0))\n",
    "\n",
    "    ax = fig.add_subplot(252 + i)\n",
    "    plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "    plt.title(\"%s (%.2g sec)\" % (labels[i], t1 - t0))\n",
    "    ax.xaxis.set_major_formatter(NullFormatter())\n",
    "    ax.yaxis.set_major_formatter(NullFormatter())\n",
    "    plt.axis('tight')\n",
    "\n",
    "t0 = time()\n",
    "Y = manifold.Isomap(n_neighbors, n_components).fit_transform(X)\n",
    "t1 = time()\n",
    "print(\"Isomap: %.2g sec\" % (t1 - t0))\n",
    "ax = fig.add_subplot(257)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "plt.title(\"Isomap (%.2g sec)\" % (t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')\n",
    "\n",
    "\n",
    "t0 = time()\n",
    "mds = manifold.MDS(n_components, max_iter=100, n_init=1)\n",
    "Y = mds.fit_transform(X)\n",
    "t1 = time()\n",
    "print(\"MDS: %.2g sec\" % (t1 - t0))\n",
    "ax = fig.add_subplot(258)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "plt.title(\"MDS (%.2g sec)\" % (t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')\n",
    "\n",
    "\n",
    "t0 = time()\n",
    "se = manifold.SpectralEmbedding(n_components=n_components,\n",
    "                                n_neighbors=n_neighbors)\n",
    "Y = se.fit_transform(X)\n",
    "t1 = time()\n",
    "print(\"SpectralEmbedding: %.2g sec\" % (t1 - t0))\n",
    "ax = fig.add_subplot(259)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "plt.title(\"SpectralEmbedding (%.2g sec)\" % (t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')\n",
    "\n",
    "t0 = time()\n",
    "tsne = manifold.TSNE(n_components=n_components, init='pca', random_state=0)\n",
    "Y = tsne.fit_transform(X)\n",
    "t1 = time()\n",
    "print(\"t-SNE: %.2g sec\" % (t1 - t0))\n",
    "ax = fig.add_subplot(2, 5, 10)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "plt.title(\"t-SNE (%.2g sec)\" % (t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# We can be much faster when using Random Projections\n",
    "\n",
    "http://scikit-learn.org/stable/modules/random_projection.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-2.4468704223517146,\n",
       " 1.79546155540545,\n",
       " -2.4458772289503496,\n",
       " 1.7949168275812504)"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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45/6O/309B/8z+gT+Z7a9qvj7g5geCv4twv/eZEtMc3E3finfIvwOie4Cvpcyf6/37Zz7F/5n47RgG8/j9yr8Zo6xZvouh/Dbp7+O3+vtdvyeakVEBl17b2IiItLPzGwusAKY55xbMdjxSP8LErN3OufuH+xYemL++KTjnHNvHexY+oKZPY7f2+1HBzsWEZF9kaq2iogMADMbiV+tsQHYMMjhiHQStCM8ne7b44qIiHRQIikiMjDuwu/V9sN9VGVPpM8EHUpNHuw4RERk+FDVVhEREREREcmJOtsRERERERGRnCiRFBERERERkZwokRQREREREZGcKJEUERERERGRnCiRFBERERERkZwokRQREREREZGcKJEUERERERGRnCiRFBERERERkZwokRQREREREZGcKJEUERERERGRnCiRFBERERERkZwokRQREREREZGcKJEUERERERGRnCiRFBERERERkZwokRQREREREZGcKJEUERERERGRnCiRFBERERERkZwokRQREREREZGcKJEUERERERGRnCiRFBERERERkZwokRQREREREZGcKJEUERERERGRnCiRFBERERERkZwokRQREREREZGcKJEUERERERGRnCiRFBERERERkZwokRQREREREZGcKJGU/ZqZjTazFWZWONixDBVmNtbMlptZ/mDHIiIi+x8ze8bMDhvsOIYSM3vezBYMdhwiqZRIypBiZpea2SIzazKzHcH/rzMzC+b/ysxiZtZoZtVm9qiZHZCy/lVmlgzm15vZK2b2tm52+XngV865lmD9fDP7RbDuNjP7VA/xfjJYrj5YLz9l3jQz+6+ZNQfJ6pkp8w40s3+Z2S4zcxm225j2SprZD3t/Jvecc2478F/gmoHYn4iIDG1mdqKZLTSzuuDa+4yZHRXMS7/uvpp63Q2uhS7lerbezD7fzb7OBxqccy+nTMt6rc2w/hnBNbc5uAZPTZmX9RpvZnlmdn8QnzOzU9O2+xkzW2pmDWa2zsw+k+t53EvfBm4Z4H2KdEuJpAwZZnYD8APgW8A4YCzwYeAEIC9l0VudcyXARGAzcFfapp4N5lcE8/5gZiMy7C8fuBL4Xcrkm4HZwFTgNOCzZnZ2lnjfip+InhEsPwP4Ssoi9wIvA6OALwL3m9noYF4c+ANwdaZtO+dK2l/BuWgB/php2X5yN3DtAO5PRESGIDMrA/4G/BAYiX/t/QrQlrJY6nX3duA+M6tI21RFsMx7gJuyXVvxr/u/Tdl/T9fa1FgrgQeALwWxvgj8PmWRm+n+Gv808D5gW6bNA1cAI4CzgY+a2aVZjqE/PAScZmbjBnCfIt1SIilDgpmV4z9pu845d79zrsH5XnbOXeaca0tfJyhF/ANwaKZtOuc84BdAITAzwyLHALXOuU0p064E/tc5V+OcWw7cCVyVJewrgbucc8ucczXA/7Yva2ZzgMOBLzvnWpxzfwJeAy4OYlvpnLsLWJb9rHS4GNgBPJVpppnNMrMngifFu8zs9ynzDghKbavNbKWZvStlXqGZfcfMNgTrPm27q/guAmakPskVEZH90hwA59y9zrlkcE17xDm3JH3B4Lr7W6AYP2Hrwjn3LP6178D0eWaWB5wOPJEyOeu1NoOLgGXOuT8651rxE8dDUmouZb3GO+dizrnvO+eeBpIZ4r7VOfeScy7hnFsJPIj/oLsLMysws9+ZWZWZ1ZrZC2Y2NphXbmZ3mdlWM9tsZl81s3DKuh8yv3lJg5m9bmaHB/tvBRYDb81y7CIDTomkDBXHAfn4P8y9YmbF+E82V2eZHwE+CDQCb2RY5CBgZcryI4DxwKspy7wKZGuTsCDDsmPNbFQwb61zrqGX2+rOlcBvnHNdqsAG/hd4BP8p6ST8p8bt5+dR4B5gDHApcLuZzQ/W+zZwBHA8/pPbzwIegHMugX9eD9mDeEVEZN+xCkia2a/N7JxMNXzaBQnR+/Fr3WzIMN/M7AT8a+HL6fPxk08v7QFvd9fadJ2Wdc41AWuABXtwjc/KzAw4iewPg68EyoHJ+LWSPoxfswjgV0ACmAUcBrwF/14FM3snfvJ7BVAGvB2oStnucnRdliFEiaQMFZXAriCBASBoj1FrZi1mdnLKsp82s1qgATgRuDxtW8cG87fhJ5oXOufqMuyzIthGu5Lg39Rl64DSLDGXZFiWYPn0eT1tK6OgRPAU4NfdLBbHr6YzwTnXGjxNBXgbsN4598vgCerLwJ+Ad5pZCPgAcL1zbnPwlHlhWslvA/45EhGR/ZRzrh7/WuvwS/B2mtlD7SVsgfbrbiv+Q8r3Oed2pG1qF1AN/Bz4vHPu3xl2l35dhu6vtem6u/bmeo3vzs3499C/zDI/jp9Azgqur4udc/XBOTsX+IRzrik4R9/Df9ALfkJ5q3PuhaBW1mrnXGpCruuyDClKJGWoqAIqg1JEAJxzxzvnKoJ5qZ/VbwfTp+E/4Zubtq3nnHMVzrlK59yxzrnHsuyzhs4XkMbg37KUaWV0vailLp++LMHy6fN62lY2lwNPO+fWdbPMZ/HbbjxvZsvM7APB9KnAMUEyXhtc5C/Db3NZCRTgP6nNphSozTFeERHZxzjnljvnrnLOTcKvkjoB+H7KIs8F1+UR+G35TsqwmUrn3Ajn3Dzn3G1ZdpV+XYbur7Xpurv25nqNz8jMPopfYnhepmY3gd8C/8JvK7rFzG41syj+dTkKbE25Lt+BX2sI/BJMXZdl2FAiKUPFs/gN99/R2xWcc28C1wM/sD0bvmMJQduPYHs1wFY6Vxs5hOxVV5ZlWHa7c64qmDfDzErT5vemTWSqK+i+NBLn3Dbn3IeccxPwO8i53cxmARuBJ4Kkuv1V4pz7CP6T4VYytx1trxY8i85VgEREZD/nnFuBXz2zSxtH51wj8BHgctuz4TtW49ccnZgyrbtrbbpOywZNPGbit5vM9RrfRfCg9vPAGWnVbztxzsWdc19xzs3Hbz7yNvzr+Ub8e53KlOtymXOuvXrtRrJclwPz0HVZhhAlkjIkOOdq8Xthu93MLjGzUjMLmdmh+I32s633KLCFPRuq4nmgIu2C9RvgRjMbETTO/xD+BTOT3wBXm9n8oHe6G9uXdc6tAl4Bvhw0ur8QOBi/aml7O5ECgt5og2U6dWduZsfj947XbW+tZvZOM5sUvK3Br37k4feyN8fMLjezaPA6yszmpXRE9F0zm2BmYTM7LiWGo/GrxXZp4yIiIvuPoNO2G9qvM2Y2Gb/ZyHOZlnfOtVdfvSnXfTnnYsBj+E062mW91mbwZ+BAM7s4uMbeBCwJkt/2bWW9xps/PEhB8DYvuDa3Dz92GfB/wFnOubXdHYeZnWZmBwVtRuvxq7p6zrmt+H0afMfMyoL7nJlm1n68P8dvvnNEcJ8wK2jiQhDXEfh9H4gMCUokZchwzt0KfAq/qub24HUH8DlgYTerfgu/C++s40pl2V8M/wLyvpTJX8avVrIBv9e4bznn/glgZlPMHwNrSrD+P4Fb8cdcfDNY58sp27oUOBI/ufsGcIlzbmcwbyp+tdz2J6EtpHT8E7gSeCCtw55MjgIWmVkjfpWi651z7R39vCWIYwt+m9Fv4ndqBPBp/J5kX8Bvt/JNdv8mXAb8tIf9iojIvq8Bv5fzRWbWhJ9ALgVu6Gad7wPnmtnBe7C/O0jp+6Cna23QpOOyYNmd+D2dfw3/2nsMu9sfQjfX+MBK/OvxRPyqqS3412uAr+K3e3zBdo+Jme06OQ64Hz+JXB7sq31IkyvwHyK/HsR4P34nQDjn/hjEfg/+ef8Lfmd4AOcDjzvntmTZp8iAs+wdQYrs+8wf1/Ep4DDnDyey3zOzMfgXvcOC7sZFREQGjJk9A3w06CROADNbBFztnFs62LGItFMiKSIiIiIiIjlR1VYRERERERHJiRJJERERERERyYkSSREREREREclJpOdFdqusrHTTpk3rp1BERGR/s3jx4l3OudGDHcdwpmuziIj0pd5em3NKJKdNm8aLL76451GJiIikMDONVbqXdG0WEZG+1Ntrs6q2ioiIiIiISE6USIqIiIiIiEhOlEiKiIiIiIhITpRIioiIiIiISE6USIqIiIiIiEhOlEiKiIiIiIhITpRIioiIiIiISE6USIqIiIiIiEhOlEiKiIiIiIhITpRIioiIiIiISE6USIqIiIiIiEhOlEiKiIiIiIhITpRIioiIiIiISE6USIqIiIiIiEhOlEiKiIiIiIhITiKDHYCI7H8a4w0sq36JHa3biFqUGWVzmV0+DzM92xIREckkXtdA3XOvEirII69yBLVPL6Z1y3ZIJImOGUm4IJ+2zdsonDGF0e84k0R1HTWPP4eFw5QefTCxTdsIFeRTdsyhhPLzBvtwZB+gRFJEBlRropnHt/yDuBcDIEGcFbVLaIjXc8To4wY5OhERkYHjPI/WzTtoWPoGrRu3UfPMYlpWbyBUXMTkqy9m/LvPBWDrfQ+z/tt3YZEwLhbHxROYgZl13qBBuDCPzT+9GzPA88Bz8COH5UWxaAQzY8b/fYb6Z16k+pEnwXkUTJ1EOD+KS3rkTxrPiHNPo/jQBVgo1HUfIgElkiIyoNbUryTpJTpNS7okmxrXMX/EIRRGigYpMhERkf7jxeJUP/0SW+9/hNatO0m2tNG6YTPmOT8pDCrlmBmupp41t9xOzcKXmXrde9nwnbtwbTFc2+7tOQfgOid6DrzWGGbggFBo9zwXi+NicQDe+MQthKIhSCQBaFq60o8BaF6ynNp//CcIBiwcouTowxjx1lMoO/k4lWZKByWSItJvatqq2NW6k4JwAROKJhEORahq3YmH12XZkIWpj9UqkRQRkX2C1xZn1+Mv0Lp5O7ueXEzNUy/5iVmQ27UngA4IhzpPa/+3+rFniZQV48US6ZvvFedc5hJFz+Hiyd2xtL/MgpLOlGWTHo3PLqZp8RKit/+KiV/4OM2vLsUlPcpOPZ7CA2bvUWwy/CmRFJE+5zmP57Y/xY6WrTjnCFmIV+wFTp5wFmV55VS37cThOq3j8CiOlgxSxCIiInvHSyTZ8sC/Wfej+2jdvMOvVho2zDna87KM1VG7mQ7QvGKdv62+5oCOpHZ3Epl18VicRE0NGz93i7+Cc9T8+e+MuOAcxn7kKto2bCTZ0EjBnJmE8lRquT9QIikifW5d/Wp2tGwl6fwqM57zwMFz257k+HGn8Gbj2o55ACFCjMwfTUm0bLBCFhERyVn9stWsue1eap5bQrK+qesCyeCxaXopXxrnss8vPWwerRs247W05hxft+0bs8zqdpWgOm1QrxbX1kbNnx+m4ZlnSVbVYOEwznmMvf5aKt5yes7xyvDSYyJpZtcA1wBMmTKl3wMSkb5XH2tkdd164l6CqaUTGVtY2a+N59c3rO6UKLZrSTaDGcePO4OXdz5HU6IBw5hYPIVDKo/pt3hERET6UqK5lZeu+hI1i5Z2W5rYW54HZp2roTrnsHCYaZ96P7GtO6hbtMRPJo2gNLFrCWK4MA+LhAgXFpBsDBLbZNLvcIdgnfw8QpEwLtYKSb+k088P/f1nS2qzdazuYnHim7djtruu0fbv/ZT8qZOJVo6iceEinOcoOf5ooqMr9/AMyVDUYyLpnPsZ8DOAI4880vWwuIgMMatq1/HE1kU45/DweK16BTPLpnLqhGP7LZn0XLafCsM5R2XBGM6a/HbiXoyQhQlbuF/iEBER6Q8rvvwTap5f1m3pXaruShwhKBx0dDT7MDMsHGb+7TcRLsjngB/cSPV/F1H16DOECwsoP+5Q4tt2kWhsIlSQT/6EseSPHUXrhs0UTJlAyWHziW3eTs0TiyAUIlJSRP0LSwgV5jP67WcRraxgw//eRsNLSyGZ7IivpzizlWL6K6a8jcXY/uOfE1u9Nkh8HTt+fCeR0SMpmDOLke95F4VzZvbu5MmQZS7rDV9XRx55pHvxxRf7MRwR6UttyRi/WfVAl9LBiEU4e/LJTCoZ3y/7XVW7jGU1r+Gl7bcwXMg5Uy5UV+LSwcwWO+eOHOw4hjNdm0X6R7ItRtXCJbhYnFEnHEKkxO8Mzosn+Pf8i/Bi8ZxKI0PtHeqklOy1t0sMR8NERlYw4vhDyRtRRuH0SYy96ExCkf5theZQ/nOXAAAgAElEQVS1xcA5Wjdtofpv/6Hp1ddJ1teT3FmFSyQ7JZXh4gIs1pZ5Q+a6JKAWto4qsLu1J8pgpSWMvf46Sk88DgvrgfJQ0ttrs9pIigxjtW0NrKhdR9xLMLNsEuOLRne6oG1s3ErIjGTa73jCJXijbn2/JZIzyw5gc9Mm6mO1JFyCkIUxjGPGntTjBTeWbKXNa6UoUqqSShERGXDNm7az/JY72faPhVgoRCgvgvMcB3/reiZedDpePIFLdm2+0Z1QdPd4jBYNUzB+NOMvOpOJ7zmXaEVpfxxG7+IKhvIomjWdok9c3WleormZ2MYtxLfuILZpC/mTJuDFYmz79u3QPqxI0sN5CSwtYbRI2C+J7OY8uYZGtv3ft6iZPZvJ3/kaofz8Pj026X9KJEWGqWXVq/nvlhfxnIeH49WqVcwpn8pZk3ZXWQ11k7SFsjV26APhUJhTJ5zFtuYt7GzdQWG4kCml08kPF2RdJ+HFebVqITtbNmFBbHMrDmda6dx+i1NERCRV/fJ1PPP2T+I1+R3buKRHMu4PvbHk09+n4rADKJ4+gaIZk2h6483MYzmmsEiYUaceyaR3nsWo048hFBk+D0gjRUVE5s6CubM6TS85+jAaF76ASyYpOf4o6v7+KFX3/gnX6pdWWl4eoaICvJZm6Cnf9hxtq9ew7ooPQjJJwQFzqfzAFeTPmN5PRyV9SYmkyDDUmmjjP1te7FRlNeGSvFH/Jgc0TWdKyTgAJpeMJ1P19YiFmVPRvz/SZiHGF09ifPGkXi3fnkR6eOD8xv8raxdTFClmTGHvtiEiIpILl0wSq20kWlZMKBrh9Zt+2pFEdlk2kWTT/Y8x9zNXsODrH+PF992I19rWkUyCX1W1eO5URp9xLGPeehzlB88ZuIMZIJGKcirOPbPjfeXl76ZgzixqHvgbyfp6Sk8+nuKjD+fNj32GXjWg85J4tXUANL/4EhtfW8bk275N/lR18jnUKZEUGYbWZ6myGvcSrKxd35FIRkNRzpp0Eo9segrDcHiAcdDIuYwvGjPwgWcRS7btTiJTJF2SNXVLuySScS/GtuY3aIhVURStYELRbPLChQMZsoiIDHPrfv0wr3/tlySbW7FImJnXXkT188uyLu8SSRLBEB8jjjqQ4//+I9b//AFqFy8nb/QIJr3nbMaecwKh/bC9X8kxR1ByzBGdpo264j1U/eY+XCwGKSllp8Lb9GFRnMO1tVH9u3sZdeXl1P/jH4SKi6m44O2Eior69Rgkd0okRYahsIWydpwWTquyOrV0IpfPvpB1DRtJeAkml0ygIn9ojdcY81r96qyu64DLrcnmzu8TjSze9TBJF8dzSaw1zMbGpRxWeQ4l0RFA0GW6OvQREZE0zjm8tjhb/7GQpV+6g2RL0HlMW5w1P/kTkUgIF8+8briogLFn7R6qqnjmJBZ8/eMDEPXwNOrSiyk57ijq/vEYNQ/9HWKx3vVy6xzNi16g+emnOybV/PZuKi57DyMufVe/d0Akvae/hMgwNLVkfMYhNiIWZt6IGV2mF0TymTdiVpfpfck5x/aWrayrX03SJZhSMp1JJVN71RazKFKCZUmNRxaM6/R+df0LxL3d1Y4cSZIuyaraZ5lTcTTr6p+jMbGLkEUYWziXKSWHE1KnPbKP0RjPIrlxzrHmjj+z/Nv3EK9r8oe6SHodPakCJFvasIII4YJ8vNbOvZNaJEzlyYcz6qTDBjjy4S1/6hTGfPgDjL72/dT84QGq//BnvPr6oNtWsIyVXx0u1rY76Qz+rb3nXmrvuRcrLWHKXXcSKSkZqMOQLDT8h8gwta5+Mw+/6VdZ9YIf4iNHz+e4sQdnXL66tYaF2xezvWUXeaEoC0bM5dDK+X3W6c6SqpdYW7+qo91m2CKMKqjkxHGn96p0cEPDKlbUprb7NCIW4cTx51EU2d2j3ZNb78ZziYzbKIyEO80LEWZE/mTmVJy6x8cl/UvDf+w9XZtFsvOSSV6+4TbevO9RXDxzzy+pyaRFw0w673h2PLYIwmG81jbyR49g/s3XMv78k7BQ/3VUt7/wYjGaFi4iUVVN86uv0vLKElxbrGO+f1vi/PwxuH3IdBsx4Ye3UaBOefqFhv8Q2cdNL5vIB+ddyJq6TSRcgmmlEynPy/x0rj7WyIMbHiHu+UlWSzLJK1VLaYg3csqEY/c6lsZ4A2vqV+KlVE1NugTVrbvY1rKF8UUTe9zG1NI5FEWKWVO/jJZkE6PyxzKr/KBOSST4yaFH10QyYq7LuJUeSarbNtKWbCI/XLyHRyciIsPRrmeX8tRFn8NrS/SuSiWQV1HK4T/7Iq1bdtG4eiPFMyZQNHlczytKr4Xy8ig99SQAKt5+LjvvuIv6fz0GzhEqKcZc0i+1DGT72235xCcpO/ssSs96C/mzZw9E6JJGiaTIMFYQzmfByJk9Lrek6nUSXuckK+GSrK5fx1FjDqEosncd1exs2Z6xamrCJdjatKlXiSTA6MKJjC7sftnxRbPY1LQ86DjIZ4TIC0VI0nWg5JCFaE3WK5EUEdmP1C1bx5Pv+Cwukeh1m/lwYT4LvvxBzIzCiaMpnDi6n6MUi0YZ89EPU3nN1XjNTYTLyqi665fUPfCXnldOJqj/5z9o/Nc/yZ8/n9Gf/gyRUZX9H7R0UPm8yH5gZ2sVLkM7hLCFqYvVZ1gjN9FQXsZE0jDyw307wPC0skMpzxtDyMKELULIIhRHKxhZMBkyxOC5JAXhodW5kIiI9K8V37sPL9HTIIZ+BzrR8hLKFszgyJ99gSnvPmsAopN0obwokYoKLBRi5FVXECot7XklCDqDdbQuW8amD7yfmrt/l3HYM+kfKpEU2Q+MzB/BrtaaLslk0iUpjXb+sa6PNbC2fi1xL87E4omMLxrX49Pc8UUT/GXSfrtDFmJqac8lprkIW4RDK99KQ7yapngNhZEyyqKVtCUbqWpbn6GN5BSVRoqI7ONidU207aqlaPIYwnlR6l5fB85ler7YIVyYzzG/upFxZxw1cIFKj0LRKFN/9yuqf/1b6h98COd5Wau3WkobSuccdff/AZdMMPKKqwYs3v2ZSiRF9gMHj5rXZViQsIWZUjKRkujucZnW1q/jbxseZmn1MlbUruSJLU/yxNYne3y6Fw5FOHHc6eSF8olYhIhFCFuYwyuPoSTay6eKOSqNjmRc0UzK80ZjZhRESjlwxDmURscARtjyGFc0n1nlJ/XL/kVEZPC17qzl32dcz4PTLuZfx13LQzPeyZpfPMyIQ2ZhoexZZNGUsRzz6y8piRyiQnl5VH7oaqb/9S/kTZuaNtcBDgt1bj9pBngeDX99CK+1Fel/KpEU6SNJ52HQZ72g9qUR+eWcO+V0nt72AtVttYQtzAEVMzlmzOEdy8S9OM9tX5TSa2p7G8dtbGzcxJTSyd3uY2RBJedMuYAXdzzD1pbNhDBerVpEm9fC7PL5fXIcca8N5xx54YKM84ujozhw5Ll9si8RERna6pav55ETr8PF/ZooLhnDa43xyhd+yiFfv5ZNDz5NsrkVQv7D0PbaNfP+35XMu+G9gxa39J6ZMfn2H5FoaqLqx7fTumoVye3bAY+st1vhMM3PLSS2+g0sGqX45FPJm951aDTZe0okRfZSVWs9D214ng2NOzGDeRWTeduUoyiK9G3bwN5oS7axqnYdDfEmxhaNZlrppI6SyHFFY7hkxnkkXZIQoS7VVbc1bydEiCTpnfIkWNewvsdEEmBF7RJ2tG4BPDzAc7C85lXyQwVMKd3zH/GWRD2v1zxFY7wagOJIBfNGnERxtGKPtykiIsPbwvf9b0cSmSrZ0saGex7llIe/zaufv53qxSuIFBcy/pxjOeL71xMuyPwwUoauSHExYz/7GQDq/vIXqn95F659iJA0rq2N6p/8COL+kCKND/2ZwhNOZtTHPoFFowMY9b5PiaTIXmhJxLhzxSO0JmN+RQsHy2s2sbOljuvmn9vrnuL6wq7Wah5a/xhJ55F0SaI1qynNK+aCaW8lL7z7hzNs4YzrhywE5rq0c/TX6bmU1XMea+tXdirRBL8d5sra1/Y4kWyI1/LSzoc72j6aQWOimpd3/YNjx15CJKSLgojI/mL9ff/mtf/7DYnGFmJVteBcxmtt8+ZdjDxsDqf96/uDEKX0p/ILLqDo2GPYfvNNJLZu9ZvCtn8EolHwkhBL7cXd0fz047S9vpSx3/kBkXI9hO4rQ68Onsgw8krVOhJeslPu5eFRG2tifeOOAY3l35ueIebFOxK5uEtQF2vg5V1Le7X+uMKxZOqVIGJhZpX33GFOwkvgZWlL2ZrMva2Cc47lNc/wwo6/knAJv4QTP1kHP3Hd2bI+5+2KiMjwk4wnuH/SxTx79TdoXLOFth01uGT29vujjztwAKOTgRYdN55JP72Tyk99msgYf5gWKywib/p0LGVM647OeACvehdbP3Qldfffp55d+4gSSZG9sKOlhrjr2r24c46q1oYBi6Mp3kJ9vLHL9KTzeKN+fa+2EQ6FOW3CKZ06ywlbmLkVcxlX1PNgzNFQNOtQHxX5I3sVQ6ptLWvZ1rK+03iRsDuZ9EjQkhy4cywiIoOjfs1m7is/h3hNPWadO1hxji5JQSgvyoIvXD7AUcpgKDnlVCb//JdMfeBBptz7e4oOOQQLalFlrBSWSFB/z2/Z+tFrSDY3D2yw+yAlkiJ7YULRKKKhDFVFzRhbWD5gcYTMMtVI9efl8DUfWzSWS2ZexLFjj+bI0Udw/tTzOHz0Yb1a18w4aOQRXarOhi3MgSN7t41UmxpXdhrKI13YIpTlaeBhEZF92ZsPPs2DC67ESzo8z3+l68gjzcgbWcYZj/+Q0tmTBjZQGVQWDmNmFJ9yGhbJ3IQnVXLrFrZefRnxDev7P7h9mNpIiuyFg0dN4/Gtr5HwvI4xGsMWYmxhOZOKBy7JKYwUMCp/BLtaqzollH6JYm7jOEZDUaaXTd+jOCaVTCMvnM+KmiU0JRopzxvJ/BGH7FGJZHdJpGEUhEsZlZ/5RsE5j/r4VuJeCyXRMRSEy3Lev4iIDB7nHP84+WNUPb+iY5rXUUHFEUoZ2iNaVsy8T76LUUcewJhTDxvQ/glkaIlOnkLFlR+g5q47yNjpQwrXFmPHTZ9l/M9+Syh/4DtI3BcokRTZC/nhKNfMO5t/bVzMyrothEMhDhk5nTMnHjLgF7IzJ53Ag+seIe4lSDqPkIUYUziKQ0fNG9A4xhSOZ0zh+L3eztii6TTX1+PRterwpOJ5TCs7tKP6SqrWRB0r6v5J0sXBORyOyoKZTC05XjcXIiLDxAs3/LhTEpkqtSarc3DgjVcy97oLBygyGepKzzuf/Hnz2fmVL+I1ZGkCY/44lK6lka0feBcl57ydskuvxCJKjXKhsyWyl8rzinjXzMEf9L48r5TL5lzAhobNNMabGVM4irGFlcM2eZpcfADbm9fRnGzAcwksGLLk4JGnMapgYsZ1nHO8Uf9v4l7ndg9VrWspjY5jVEFupbMiIjKwmjbt4NFzP0/9ijeBzO3cPA9CwXPE0gOmMOcjFwxghDIc5M2YyYRf3E3tPb+l8S/3d376gJ9Edny24nEa//k3vMZGRnz4+sEId9hSIin7jVgywStVG1hdt52RBSUcO2YWFflFgx1WnwpbmBllUwY7jD4RDkU5asx57GjZQFXrZgrCxUwonkNhpCTrOq3JemLJrp0OeSTY0bJCiaSIyBD22q338dL/+3nniaHsyeSMq87muJ/cMDDBybBj4TAjLr+K6IQJ1Nx+W0cymXFEs1gbzU/9h/L3fYBQSenABjqMKZGU/UJLIsb3XvsX9bFmYl6SsIV4fMsKrpl3KjPKxgx2eJJFyMKMK5rBuKLejUHpt6vMXAKb7KbNpYiIDK61f/hv1yQScB5dksmiCaM4/e+3MmLe1IELUIatkjPeQv6Cg9nx/27Aq6vzq7VmuFWwSIRk1S4lkjlQr62yX3hs8zJq25qIeX57u6TziHkJ7l79rMYS2ocURUZg1rW3thBG2GIsr72PtfX/ojmxcxCiExGRbJ77yPezzku9TFccOJ2L1/1eSaTkJDpuHBPu+BUVV1+bNVF0iSThMWMHOLLhTYmk7BderXqThPO6TG+Mt1LT1jQIEUl/aE7UkBcq7jQthBENJ4m7euJeE42JTaypf5jG+NZBilJERNLF67q5FjsIF+Zz1Hf/h/MX3zlwQck+xaJRSs89n9G33Iql9dJq+fmUnH0+OKj/071s/+SH2PH5j9Gy8IlBinZ4UNVW2S9kHOsRv3OWSJZ5Mry0JGpYUft3PFKrsBp54RAuredXR5Itzc8xp1y9/ImIDAWhvCheLJ5xXn5lKRet/C155dnbyIv0VnTyVCpv/iZ1v76T2JpVhErLKDn/YopOO4sdn/kIXtVO2ocOqbntmzT+86+MvuXbgxv0EKUSSdkvHD92dpdk0jAmFo+gLK9wkKKSvrS56ZW0JBLAw3OZb0xakzX9H5SIiGTUWlVH1ctvEKvzO0g74Lp3ZFzOImHe8dovlERKn8qbOYfRt3yLiXc/yPif/pbS8y6g6bG/B0kk+P0t+A0p46uWsfOLH8PzutZs29+pRFL2CyeMm826hp0sq9kc/DQYxdF8rphz4mCHJn2kObErw1Qj24DEESvo13hERKQrL55g4Ye/x5p7/k04P4oXS3DAR97OEd/4II2bdvDm/U92LFs4YRRvX/JzCirU+Yn0v9ZnnsC/Z0jtice/h4ivWU3V5z9C5Td/OmyHVesPSiRlvxCyEFfMOZHtzXVsaKyiIq+IWeVjCenHYJ+RHy6nzes69EfShYiadareakQYXXDwQIYnIiLA4i/exdr7/ovXFsdr82uMrLjjrxRNrOS0+26irbqehrVbKZk2joLK8kGOVvYnVlREehKZepuY3PQmuz51NZXfvUvJZEBVW2W/MraonKPHzGBOxTglkfuYCcWHECK9+nKYirzZjCqYjxEmRAQjQmXBAioLFgxSpCIi+yfnHCt+8hDJlrZO05PNbSz77h8ByB9ZRuWRc5VEyoArvfDSTu/bbxPNdv8/uX0rdT/8hnr8D6hEUkT2CaXRscwsO5UNjc8R85oxQowumMvkkqMIWYhxhYcT95qJhooImX76REQGmhdPkEhLItu1VTcMcDQinRUcfDgFJ5xK6zP/7ZiWqcyhddGThEaOoux91wxgdEOT7qZEZJ9RkT+F8rzJeC5OyCKY7a50EbII+eGyQYxORGT/Fs6LUj57EnUrN3aZV3nU3EGISKSzkR/7LHUVFTQ9/OfsCzlo+fffKH7bJYQrRg5ccEOQqraKyD7FzAiH8jolkSIiMjQc+6OPEy7K7yjqsXCISHEBR3/3ukGOTMRXfvk1lLzrioylke0sEiWxfvXABTVEqURSRIakxng1m5uW05ZspCJvAhOK5xIJ5Q12WCIishcmnHE45z75fZZ87W5ql29g1OFzOOSLl1Exb+pghybSoeyi92BegqYH7uk608Alk4RGjh74wIYYJZIiw1BdrIHlNatpjDczuWQ8s8qmEk4bJ3M429mygZW1T+HhAY762E62NK/g8MrzyQtr2A4RkeGs8vA5nP6nrwx2GCLdKr3kcqLTZ1P7vVvACzrXMX9s08iEyUSnTB/cAIcAJZIiw8yGhs08uukpPOfh4VjfsIlXq5Zz4fS3Eg0N/6+0cx5v1D2LlzJch0eSuNfKxsbXmFl+1CBGJyIiIvuLgiOOZcQNX6buzu/j2lohmSQ6ex4VH/0CLpGgZeF/SCx7hfDEKRS+9UJC+fmDHfKAGv53nSL7Ec95/GfLQhJud5KVcAnqYg0srV7JYZVDb0gL5xzNiUbMoDBc0uPYSy2J+k5JZMd28Khq28hMOieSCa+VXa2raE7soigyilEFc4iGCvv0GERERGT/lH/YMYz+0d0kd2zFCosIl48gWV9L1ccuxTU3gvOb/Db/+bdU3PhdojP3n46jlEjKsPBq1Sb+9uZrVLc2M7V0JBdMO4QpJXvWU1ZtWzObmqqpyC9iYtGIYTWobHVrLZ7zukxPuiSr6zYMuUSyLlbNy7ueoDXZAkBhuIjDKk+hLG9E1nXCoTxchmMEiIY6P+lrTdaxsvaveC6JI0ldbCPbW15jbvnbKIhU9N2BiIiIyH7LQiEi4yZ2vK//8ddxzY0YQHAb6bwkdbd+gco7HhiUGAeDEkkZ8p7Ztob71rxIzPNLqZbVbOWNuh18+uCzmFra+2TSc44/r3uBF3euJRwK45zH6IIyPjjvNEqiw6PdXSQUyToI7mBXa026JFua1lPTtoPiSBnjiqawaPsjJFy8Y5mmRAOLtj/CaRMvIhKKZtxOfriI0mgl9fGdwO5jDVmEicXzOi27qfE5ki7W8d6RJOmSvNn4LHMqzunbAxQREREBEitfI70YwgCvtZnE1k1Exk8ajLAGnPrHlyHNcx5/WvdyRxLZLuYl+cv6V3La1vM7VrN41zoSzqMtGSfmJdnWXMs9qxf2Zcj9qjyvlJJocZfpEYuwYOScQYjIF0u28cSWh1ha/TxvNq5mZd2rPLn1rxlLTz08tjW/2e325o84leLICEIWIWxRjBATiuYyuqBzw/aG+NaM6zcmtmZNuEVERET2Sjf3GK6laQADGVwqkZQhrSHe1iWJbLehsTqnbT29bRXxtG0lcayt30FTvI3i6NBqIF3b1sDy2rW0JtqYVjaRaSUTMDPOnnwKf93wGDEvjsPvnGZOxTRmlQ1e1+mr6l6lJdGMw08cvaANZyhDreGkS9KabO52e3nhQo4YfT6N8WpiyRZKoiPJC3dt92iEOvbZeXp4WFVZFhERkeEjPHk6iY1ru5ZKhsJEpswYlJgGgxJJGdKKItnHDRyRX5TTttqS8YzTQ2bEvATFDJ1EclXtBh7b/GxHz6wr6tYxvrCSt087jYr8Mi6bfQGbm7bTkmhlXNFoyvJKBjXerU1vZkzonKPLgL5hCzMif0yvtlsSHQmZa8ACMKpgNrtaV+FSOucxQozMn9Wr7YuIiIjkquzjX6Lmcx+EtAKK4suuxSLd3LjsY1S1VYa0aCjMyeNmkZc2RmJeKMzbphyU07bmVUwg3OXZkZ+sVuTllpT2p7iX4LHNz5FwSbygjWDcS7CleRer6jYAELIQk0vGM6di+qAnke3xZJ1HOGW5MOV5oxjZy0SyJxOKj6Q4MpoQEUIWJUSEoshoJpUc3SfbFxEREUkXGTOekT+8j/wT30Jo9Dgicw+i4qbvUXTm2wc7tAGlEkkZ8i6ecRgAT25bDfjJ5YXTDuGwysk5beesSQexrGYzLckYcS9JCCMcCvHOGccOqWqQW5p2EjJL7WcG8If5WFm7ngMqht4AuJNLZrG6bmnasB3GiLzRjC2axKamNRgwqWQW00rn9tn5DluUORXn0pyoojVRS0GkgqLIqD7ZtoiIiEg24ZJSyj70qS7TvZpdtPzrfhIrXiU0ejyF57yLyIwDBiHC/qdEUoa8sIV418wjuHD6oTTF2yjNKyDcTQlYNqV5hXz6kPN4bsdqVtdtp7KghBPGzWVMYVk/RL3nwqHsxxaxcNZ5/ck5R9IlCVvmtoezyhdQ07aD6rYdOMAw8kL5HDb6RAojxcws799hSYoio5RAioiIyKBK7tpO/S3/g2ttgWSC5Ma1xF97geIPfpb8I08a7PD6nBJJGTYSXpKF29fwStUmSiJ5nDbxAA4aObHnFVMURvI4bcJ8Tpswv5+i3HsTikZnTJQjFmbByIFv+7e2/g1er36VmBcjGspj3oiDmFk2p1NCGbIwx4w9k9q2KupiVRRGShhdMA7bg4RfREREZDhqefA3uOYmSO21Ph6j6Y6vE5m9gHD5no2BPlQpkZRhoTUR5+uv/JPatmYSwZdzbcMuzpo0n/PS2kquqd/BP958lZ2tDYwtLOecKQczvXT0YIS9R0IW4vypp/KX9f/B4XDO4YADR85masn4AY1lff0allQtJhn0whrz2lha/TKGMbO863AjFfmjqMhXyaCIiIjsf+Kvv9w5iWznJWn43o1U3Hz7wAfVj1RcIMPCM9tXUxdr6UgiwR9L8pGNy2iMt3VMW16zhZ8t/y9rG3bSEG9ldf12fvr6f1hVt20wwt5j44oq+eABF3HmxGM5efyRvG/2eZw8/ogBb8v5eu2SjiSyXdIlWVH72oDGISIiIjLUhUrKs87zNq6h6U93DWA0/U+JpAwLS6u3dBkDEiAcCrOhoarj/V/WL+6yXNxL8tD6l/o9xr4WCUWYXT6VA0fOojyvNKd1NzZu4sH1D/O7Vb/nwfV/Z1Pj5j2KoTXRknl6shXXzWC8Q0VLYjPbm//DtuZHaYyvGxYxi4iIyPBUcM47u4571sHR9vc/EHv52QGNqT8pkZRhoSKvKMPAHeA5R2leQcf/d7Y2ZFx/W3NdP0Y3tKyvf5PHtzxNTVstCZegpq2G/255io2Nm3LeVnE089AiRZHiIdXTLfgdAjXGN1PTtorWRDVVrYvY1vwITYk1NCfWs7Plv2xt/huel3k8UREREZG9kXfMaYRnpXcw6MAcGGCOpl98a595sK1EUoaFUyfMIZI2lmQIY2R+EZOLR/jvzSiK5GVcvyRa0O8xDhWLd72csTrqCztyK5VtTjQxMq8SS0vhwxbmoJGH7XWcfSnuNbGq7o+82fBvtjQ9y9r6B6mLvYYj0bGMI0lrchubm39NY/z1QYxWRERE9kVmRulHvwwFhcEUP4G0lJdraaThm12HDRmOlEjKsDC1dBTvnXk0BeEIBeEI0VCYCcUVfPTA0zqVjJ0+YT7RtIQzLxTm9IlDt5fWvuScoyHemHFetumZbG58k0c2/pVNTRtwHQNaGqXRco4ecwKTSqb2QbR9Z2Pj48S9RjziOBKELJnlaZ8j6XnUx56lLbln1X1FREREsgmVlFHysa/4b6xrTVczSK5ZRtuSRQMfXB9Tr/HL4+gAACAASURBVK0ybBwzdjqHj57CpqYaiiJ5jM0w/uOpE+bRmozz5NYVHeMZnj5hHieN69rD6L7IzCgMF9CSbO0yrzBSmGGNrhJeghd2PtulVDNsYRaMOJgJxZP7JNa+kvDaaEnsAHYnjtkrjBhhg7BBfewFRhfmNnyMiIiISE/yDjiE0PgpeNs2ZF2m+Y6vkfejB4dcU6FcKJGUYeX/s3ff8XFc56H3f+ecmS3olQBJsBdRIiVWFapbvbgpcRwntuPEsZ0ex7Hf5E25jp28uSk3uXZ8c+1PFDvVJY4VO7Jsy5LVKaqRIsVOsVf0DmydmXPePxYAsdgFUQhgAfJ8Px9IxMzu7LMLYHeeec55jisVy0prRt0vheChxeu5t2Ed/V6SUjeSMyT2cre++lp2tu3CH5YIKqHYUH3tRe51QXuyNWc4K0BgfM70n2RhyeIpi3UqGAIYEW9wkakHrpIIITB04utuHFkxvQHOYsYYvL44TnEEqa6svxPLsizLmk5ln/syPb/xHtB+/hukkwQnDuOsuHpmA5tCYw5tFUJ8QgixUwixs62tbSZisqxLcqDzHF/Y+yP+Yvf3+au3nuCN1uOFDmlGXVWxik21GwjJEBJBWIbYUruR1RUrx3X/TBKZPxMTYvaNhndEFFcWj9gqSAWKkW9xYSmQw678xf0D0x/gLHXs35/mPxb8DN+qfYRvVr2X3Z//V4zOs/aVZVmWZVkTJh2XyE/94kVvk/juVzFeemYCmgZjViSNMY8CjwJs2bLl8mgxZF22DnWd5xvHtg8tAdKdjvPfp3YSaM3W+lUFjm5mCCG4pnINV1dchW98HOFMaNhEbXRe5vYj/tqVcFhaunyKo710vu4HRr4JC5QsZlHxu+hOv0Q6OIcjRc7rEJjuGYtzNjn9+HZe+bUvEsQza7BqL86+//VtMIaNn/vFwgZnWZZlWZeJ6P3vJ/nktyGWf1UB/+Qh4t/8EsUf+cwMRzY1Zl95wbIuwZNn9+RdR/Kpc3svm1bL4yWEwJXuhMfeS6HYWncHSjgo4SCRKKFYUrKcuuiCaYp28s7FniEwSSQGgQEMEpgXuQ5XFVEVuR1X5UumJa6oK0DEhbf7T/5lKIkcFMRT7P/fj6H93PVardnHjhayLMuaG8r+7J/Azb+qAL6P98bzmERsZoOaIjaRtC4r7aOsI5nw0zkJpjW62mgdDy95hA01W1hXvZG7Fj7IxtrrZ92EcE/3kwq6AYMQIAca6Qih6U6/DYASRUTUSmD4HECBwCHqXhndfEfqP92Sd7v2fLzeuflhdqUxxjxqjNlijNlSW1tb6HAsy7KsUajScso+/4/gutk7Bju6KoXum5sjpGwiaV1WqsIlebcLIa64iuSlcmWIpaUrWFW+hrJQeaHDyUsbj5GNdrL3ZZS6t1DsbEaKEgQhwnIJVeF3o0TRDEU6u1SuW5Z3u1sSJVSR/2/IsizLsqzJUbXzCa2/CaEEQpL5Gjx9ERJZNa+g8U2WTSSty8qDi9aj8jSE0Ubz2Mk3ChCRNZ1CsgIp3JztAklp6MJ8TiEExe46aiLvpzb6IcrDd6Fk7vIxV4otf/ExVDSctU0Vhdn8P38ZIe3HgmVZlmVNtci7PwKhcPbCkqEwkfd8BOHknsvMBfaMwbqsrK1qoNyN5Gw3wP7OsyT8udsZayye9jjbf47GWBPaTKz75vn+Mzxz7oc8ceoxtje9QE96bgyxEEKwoPgOBA6Db2cCB1eWUh0Z33InV6K6W6/lvh//JbU3XY1TEqV8zWJu+6ff46qPv7PQoVmWZVnWZUnNX0zp//slnOu2IkorkItWUvRLv0/krkcKHdqkiYkM99uyZYvZuXPnNIZjWZfuz978Hr1eImubIHMBqCZcyn2LrmN99ZLCBDdNjvec4JWWN5BCgskkWPc0vIN50dHX3Bx0rOcw+zvfIshad9LhroX3UxaaG2sspoNeulOHSet+StyFlIVWIIVdJncuEEK8aYzZUug45jL72WxZljU3mf5eUs/+F/5bLyNKywk9/GHcqzYWOqxxfzbbMy3rsrOibB5vdZzBDKxfMXwGXXuqj++ceI2Yl+Lm+tWFCXCcAhPwZtt+DnYdxdM+C4vruLluMxXh7CGZPeleXml5g8AEF5JBAz859xw/u+KncOTof+baBBzo3JuVRGYe2+dg515uqr99yp/XdAipMuYV3VDoMCzLsizLssZF9/cQ+/xHIdYLgGmB5N/9HsG9P0vkkY8VOLrxsUNbrcvOfYuuI6QcBGIoiRw+HD2zHMgeglm++Poz57azp+MQySBFYALO9Dfy3ZM/Ju5nV1uPdh/PP5TVGM7FGi/6GHE/PpRwj9SRap907JZlWZZlWdboUk9+cyiJHM77ybfRPZ0FiGjibCJpXXZqIqV86toH2VK7DCkE+VasCIymz0vOeGy+DsY1f7E33ceZ/sY8lcKA/Z1HsraldTpvMmgweNrL2T5cWEUw5I+n2LHdOy3LsizLsqZDsPulUfd5Lzw+g5FMnh3aal2WqiMlvH/FTbQmejgb68h7m+LRFoedBp3JHp45/zpN8XYEsKysgXsW3kDUyW0MBNCZ6kEJmSeR1LQmsiuFi0oaONF7Ct/4WdsNhvlF9ReNy5Uui0uWcab/FDprjqRiTeW6CTzDqREYj1QQIySLcOTM/Xwsy7Isy7Jm1EXOQ4NzR2cwkMmzFUnrsnZPwzpcqbK2uVJxQ+1K3IvMHZxKySDFt088TWO8DYNBYzjZe47HTjwz6tqW5aFSgjyVS4mkOlKZta2heAF1RfNwhjWXcYRibeU1lLjFY8a3seZ6lpQsQwqFEoqQDLOx5nrqixZM8JlOnjGGs/1vsqvtWxzoeoJd7f/Byd5XMBPsPmtZlmVZljUXuLeO1indEBzdTfqF781oPJNhK5LWZW1NxUJ+aun1/PDMbhKBhxSCm+at4sHFG2YshoOdJwh0dmVRY+j1YpyLtbCoJLdqWBkup76oluZ4a1ZCqaRkXWV2kyAhBHcvvIPTfWc50XcKRyhWV6wcsxo5SArFptobWV+9mbROE1ERxLC1ONNBCoCQCo92iEvWkjhEc/wgmoDBUbrtyWMoEWJxqW3oaVmWZVnW5SV0z/vwXvkxpuXMsK0DJ0GeR/oH/4J727sQavama7M3MmvO6EunONnbSXkowuLSCkS+SYkFtKl2ORtqlpHwU4SVizOiQnkpulP9bGt+i9P9zURUmC01a1hfvTLrNehI9eCPGKIKmSpcd7qPReRP+B5YdAfbm3ZytPck2hhqIpXcNv8GSkO5cxelkCwrW8Kysskva6KkQ3RYlbYv3cOu9pfpTfcAUB6qYnPtLRS7pZN+jNE0xfehyR6aqwloSR5iUcnmWfc7ZVmWZVmWdSmEEBT/8aP0f+Y9kBrWt0MMNInUPqa3C1FZW7AYx2ITSWvcjDE8f/YkT544Sr+XZl11LaXREC+eP4ErFBpNbbSEz2y6ncpItNDhZpFCUOzmn494MSf7mtnR+jYxP8mq8oVsqV1NRGXGtPd5cf716JOkgzQGiPspnm96k85UL3ct3Dx0jLpoNUe6T+ONmMMohKBmxDDV4VzpcOfCm7hjwY1oNEpMXQI8Fl97vNz8FJ5OD23rTrfzctNT3LPokSmPxdOpvNu18TFoBDP33C3LsizLsmaCUAq1cBn61KHcnQZEcVnu9lnEzpG0xu0bh/by9YN7aIz10ZtO8VrzWZ49ewxfaxKBRyoIaOzv5Ut7thc61CnxRuthvnP8RY72nqcx3sH25gN87fCTpIJMJ9SdrYfxAj+rX6qnA3Z3HCHuX7iytKZiKSHlDluMBJSQ1EQqqY9WjxmHEGJGk0iAc/0ns5LIQb72aI6fm/LHK3bzvw5hVYqc4ed+pdFBQO+x86Q6egodimVZlmVdcUIPfRjcEdOHQuHMsNbQ9E0rmgo2kbTGpTeV4ienj5MKhg3RlLmNYjSGs309tCViMxjd1EsFHs837sEbNiTVNwH9XpI32zPLb5yLtaLzLJ3hCEV78sJJeUi5/NzKB1hVvhhXOkRUiOuqVvFTy+6atUM2G+Nn8m4PCIj7/VP+eEtKbkCOGCAhUSwtuemi99PGpzu1l3P93+N87Pv0pY+O2sDIynXqv17ksUU/ww9v+BUeW/YBnnvvH5Hunvqfr2VZlmVZ+TnX3ED4538XUVYJyoFQBPf29xJ678cLHdqY7NBWa1zO9vXgSoWvLyROo+VASgjiXhqiY3cMna2a450oIXPmNvom4EjPeW6uW0tluJTmREfOCo6B0ZSN6JZa4hbx0OJbpznqqdOb7h51X6lbMeWPV+LWsrbqYc7H3iLmdRBxKlhYvJ5Sd96o9zFG0xh7Ak93Ycj8nNqDDhJ+I/OK7pjyGC837TsO88rH/pogfmFYcdOzb/LC+/+E+57+2wJGZlmWZVlXFvf6u3G23AWJfggXIdTcGI1lE0lrXGqiRfgjOo8aDcjchFIKwcKS8pkLbhpEnXDeaiNAycDaj9fPu5ojPWezkk0lJA3FtVSEcxvizCVmlOcOUBkaezjuZBQ5Vawqv2vct4/5p/B091ASCWDwifnHSQfrCampT3gvJwe/8J8Eiezhyzrt0/76IfpONFK6fOaWf7Esy7KsK50QAoouNDTUTSfRna3IhhXI8poCRjY6m0ha41JXXMKqymqOdHbgDyxHobXAkQZHSnytEQhcKfnFqzfjyLk9aro2Uk5FqJT2ZA9mWM3RFYob5q0BoC5axXuX3sZT594YmhO5sqyBBxZdfDjmXFAbqc87vLXIKZnWZUAmIuGfw4zo9JohSAbNNpEcQ/+pZsgzDFiGXBJNHTaRtCzLsqwCMLFeko/+EbrpZGaoq5/GueF+Qj/9W4hZdn5tE0lr3D61+Wb+ce9OdrU2IYDSUJgPXXMd7ckY+9qbqY5GuXfxapaWjd6JdK4QQvCBFXfy7eMv0JXqQwqJNpq7F25kccmF4ZbLyxbyq1e/l5ifJCQdQsotYNRT5+rKTbQlmwm0P1CZFSgh2VB906yZ16lEMZlp3iOrpwIlZlfX4Nmo7o4NdO07iU57WduDtEfF2mUFisqyLMuyrmypb/wV+vwxCHzwMtNP/DeeQixYTuiWdxU4umw2kbTGrch1+eTmrSR8j6b+Pp49e5RvHtlNsRPigSWruW3hslmTZEyFslARH7/6IdqTPST8FHXRKkJ5FoUVQlDiXl6JS7FbwjsWvIuTvYfpTLVR4paxvOxqSkOzZ8hyWegqetJ7c4bhCqEochYVKKq545pPvo/j//pj0j0a42eGB6uiCNf8zvsIVcztodmWZVmWNReZRD/BkV2ZJHI438P7wVdtImnNfekg4G93v0Tc89AYulNJvn54N+djvfzcVRsKHd6Uq4lkJ0+B0RztOUtzvIOKcClXVywlPMcqkb3pbvZ17KY92UZYhVhVfg3Ly1ZlXQiIOFGurtpYwCgvzpEl1BXdS2vieYwJAIMSRdQX3YcQs2vox2wUra/i4Tf+gb1//u80PbOTcE0513zq/Sz9mTsLHZplWZZlXZFMKgGMUpRJxvGP7MJZvWlGY7oYm0heYQ60tfP0iZPEPI+bGxZy2+JFuBMcb/306SMkfR89bO5gSgc8e/YY71x2NaWzfM2bS5EM0nz96FP0eXE87eMIxUtNb/HBlfdRHZk91bqL6ff6eP78U/gmc7XL9z32de4i7vdzbfXseHNK+J20JPaQ8DuJOlXURdcTdapyblfkNLCk5IOkdScChSsrLquq+HQrbqhl61d+t9BhWJZlWZYFiPIacEMQeHn3p775Nzif++bMBnUR9rL9FeS7h9/mz19+he1nz7G7uYWv7t7DZ1/YRncyyVutLZzs7h7XGnyHulqHGu4M50jFuf7Le1Hz7c176Un34+mBJMwEJIM0PzjzSoEjG7+3uw/kLGsSmIBjvUfwdHqUe82cfq+FIz0/oDt9kpTuoTt9kiM9PyDmteS9vRCSsKohpCptEmlZlmVZ1pwlhEBtukgH+542jFf4c7VBNpG8QvSkUvznwcOkgmCojpgKAk72dPLrTz/J3+14nT95+UU+/dwztCfiFz1WXVEpIk/ZPdCaqsjlNVdwpMPdpwnyJNFtyW6SfirPPWafzmQ75Kx+CRJJv9c38wGNcD72Wk43VoPPudhrBYrIsizLsixrZoTu/bmL7jedTTMUydhsInmFONjWnrMkhxAGLQyBMcR9n1QQ0BTr569fe/Wix3pgyeqc4bCOkCwvr6Ju2Po3l6N8CfTQvjlSDStxy/Ju1wREVdEMR5MrEXRMaLtlWZZlWdblQlbUQihyYYMY/iXQbecLFFkum0heIYrc3GYwQsLI3EcbQ1Osn8a+0StTS8oq+Y31WykPRXClwhGSa2vq+eSGW6Y67FlnXdVy1IhGLgLBgqJqwipUoKgmZk3lWpRQWdskivlFDUScwleUlcj/Oo623Rqfzj3HeOqu3+HrJffz7fpHeOtz/4z28q3DaVmWZVlWIYV/9lOZf4hMoeLCF6S/+VcDTXkKzzbbuUKsq60hpBQJf+wTRyUE/V7+Sb6DNtQu4It3vIuuVIKocihyr4yT/K116zjT30JbsptAaxwpCSmXhxffXOjQxq0yXM1Ndbexu30HCT+BEIIlJctYX72l0KEBUBO5htbEPgwX5nEKFLWRtQWMam7rO97IU3d9Cr8/88GT7urj4BcfI3amlVv+6fcLHJ1lWZZlWcM5m+7C2/ET9JE3c3dqTXB4B87622c+sBFsInmFUFLyJ7ffwp9t207SDxBA2vgoAcGIBjsGWFo+dgdSKQTVkcIPhZxJrnT44Mr7OBtrpSXRSXmohBVlC3OqlNPlVN9p9nbsI+7HqQpXsal2IzWR6gkfp75oIQ8sWoCnPRypkCMqlIVUH92Ar5N0po4ikBg0VeFV1EXXFzq0OevgF79DkMyenB8kUpx67AU2/vnHKJo/8d8hy7Isy7Kmj6yal6ejBeClCA68ahNJa2YtKS/nHx5+kLfbO0j4PkvKy/jT7dvoSiZIa40AXKX4pWvXE1KzJ7GYbYQQLC6pY3FJ3Yw+7tvdR3izbRfBQMfVlkQLT5/9CfcvupfqSSSTQghCs3A4rhCSRSU3M79oM2ndT0iW4MjsJWWMMWhiAChRgjFmzsxRLYSOXUcwfpCzXUVC9B09ZxNJy7Isy5plnGtvI9jxEwhyRxMGe7dhfvq3EeHCTkmyieQVRgnBNbU1Q9//1Z138ezpU+xqbqIyGuXB5StYWZm7Xp9VWNpodre/NZREDgpMwO72PdzTcJFW0XOUI8M5CSSAp1uI+a9iTJJAp9EDHV5dWU+puxVHVs50qLNe5foVdO4+igmyOw7rlEfpioUFisqyLMuyrNHIqzZDOArxEX1LBKB9gj0v4dxwf0FiG2QTyStc1HV558pVvHPlqkKHMm7dqRhPnH6Tt3uaUEKyqWYZDy7aQEjN/l/noz2n2NW+n7ifoC5ay03zNlAVqRjzfkk/ic6z7AhAV6pzqsOclYwxdKd3AMcQQuDrFIYLr4mnm+lK/YCqyE+jxJU15Hosa3/n/Zz6j+fwY8mhbSoaouGdN1O0sOYi97Qsy7IsqxCEEIjFqzFHdoEeGOQqxVCnTH/vNptIWtZEJH2P/7P/KWJ+EgN4BLzReozzsU5+7Zp7Z/Xwxt3tB3mzbS/+QFXxTP95GmMt3D7/et7uOUFPupfqcAVbatdTG80eahhWuZW5QcVO8bTGPVvE/OMk/ENEHBdjdFYSOcgQkPAPU+JuKkCEs4+fSHHy28/T9soBln/oflpf2Uv3/lM4RWFWffydbPyzXy50iJZlWZZljcJZezPe0d2gcs9vTV/hl0WziaQ1p+xqP0lKe1mTj32jaYp3czbWweKS2Vld8XXAm237hpLIoe3G5/nGV4eWYYn7CZrirTy0+C7qi+YN3U5JxeryVRzpOZo1vFUJxXXV183Icyi0nvQelDAIwOSffg5ofF34N9bZINnRww9v+k2SrV34sSQqEkK6Dg9u/3tqNl9V6PAsy7IsyxqDs+FOvMe/AiNHpQmJXLSmMEENY9eRtOaU87EOPJ3bNMRgaI73FCCi8enz+nPW7Bw0MiXyTcBrLbtybrepdiNXVaxGCYUUkoiKcOO8G2goWUgqSHG05wj7O/fSEm/BmNESrblLmyT+0M9+tMqzwpGz82LCTHvr8/9G/Hzb0HDWIJnG64vz8i/9dYEjsyzLsixrPERRKc4t7wFnoDmiIDO0VYCoXVjw8z1bkbTmlLqiClypcpJJgaA2UlqgqMZW5ERHneOYT0eqK2ebFJLNtZvYWLOBtE4TlmGEELQlWnmx8XkMhsAEKHGI2mgtt8+/EzlDy5LMhIhaSMw/SmA0SsihpUGGEyiKnMJfoZsNznx3Gzqd2+mt71gjybZuIrVjz821LMuyLKuw3Hd+HKLF+M9+kwvlB4P/zNchlSB034cLFtvlc5ZpXRG21C7HESqrHqWEpDpSwtLS2oLFNZawCrGibAkqz3qN+WprURUZ9ViD1UghBMYYtjdvwzf+0JDXwPi0JVo50Xt8qsKfFcpD1yFQJPwkvvYQSCQKgQQErlxAZfhdSFHYVtizhQyNcp3QGKQ78WuI8VPnOfaXX2X/7/wlTY89TZBKj30ny7Isy7IuiZASE+sBOSJt81L4Lz2GScYKExg2kbTmmCInzG+svY+lpfMQCJSQrKtcxCeuvmdWN9oBuGP+jawuX4YSCiUkURVhWWkDrsxOLh2h2FCzdlzH7Ep14es86wuZgJO9J6Yk7tkgGbTQFH8cKSCqXKQQmZEdQiCFS4mzmcrwAziyvNChzhqrPvYwKpq7TqgJfH609dc4+R/PjvtY7c+/wY53/Sbn/vW/af/RNo587svseO9v4/fHpzJky7Isy7Ly0Cf3Q56pXQQ+urFw53t2aKs159RGy/jVa+4hMBqBQM7yBHKQkoo7FtzILfVbSOs0URXBYHi9dTcHu44iBmqTG6qv4eqK8S3HMkee+iUxRtOaeAqDR0i6eS4YBCSC/USdtYg8Fd8r1brPvJ+27ftp3rYXE2h0ygMyFzRjp5p5/Te+QJD2WPkLD1z0ONoPOPj//A2k05nfUAF4HqmTZznzj4+x/FO/MO3PxbIsy7KuZKJ6PqblVO4Oo/H2bUMtv3bGYwJbkZw1DjR38cnHX+fhf3qGX/z2y7xwvLnQIc16Ssg5k0QO50hFkRMdqKZJttZt5iOr38f7lj/EL6x+H5tqrx13dbUiVIkr3ZztSihWlK+c6tALIqXbMAPDdtWocz4NmtTMBTUHqJDLPT/8Cx584YtEa8uQCpTD0O9WEE+x57P/NOZE/diRU5hYpvIoxIUvDDR960fT/TQsy7Is64rnbLxr1H1mR+E+i20iOQscaOnmd3+wgz1NXcTSPqe6+vmL5/fyxMEzhQ7NmiGOdCgLleLIiVXUhBDcOv92HOGihDMw3FdRXzSfpaXLpinaGTaQ6JS40Ysk2ALJ6GttXsmqN63C6+5DSpHz+qXaetBp76L3NwDa5FS/hYCgr39qg7Usy7IsK4dcuCJ/Uw0JGI3uL8zKBXZo6yzwj68fIeVnd59M+ZpHXz/KQ2sWoeTcq7pZM6c6UsN7lj3C2f4zpIIktdE6qsPVs37O6HiF1TxCUiEzPa9zOrWCIqrssNaLKV5cR9/RcznbQ1WlyFBuRXu4oLd/9NVWLpPfMcuyLMuazURlPUKKrFFEw8/zTE8blMx8nwhbkZwFjnf05t2e8gN652BnxH4vxdNnD/LPb7/Kc+ffJuFfvOJhXTpXuiwvW8HVlWupidRcNkkkgBCSqFOFEJmKmhjxthWSy4g61xUourlhw+c/iopmV2xVUYRr/+jDY/6uqGh44MMre7sxEKqtnOpQLcuyLMsaQQgBJZUXzoVGfHaLqvqCxGUTyVmgrmRwuQIz7AukEJSMUS2YbZriPfzxju/z/TP7eK31JN879Rb/Y+cTdKYK15rYmtu0SWO4MIQyM7c0s+yHFGGizurLKnGeDosfuY0bv/wpihoyS+REaivY9BcfZ/WvvHvM+5auW4VTllmj1ZgLX0IKln6ycGtXWZZlWdaVJPT+38u/Q0qCHU/ObDAD7NDWWeADG5byP5/by/AL/lIYHlm3CFdNb64faM1zZ07w3JmTBMZw68LF3L9sJWE1uV+Nrx99g0RwoQKZ1gGeDvjO8V38yjW3TVXY1izk6xStiePE/V5KQzXURJaixKW/xaSCY0BuQ5hMdTKMEtWX/BhXgmUfuJtlH7gbHQRIlX8YcPxcC43//QJBLMG8e26kYtMahFKs+4c/Ye9H/xjj+ZggQEhJzUO3U/feu2f4WViWZVnWlUmtWA/RYkiMKM4Yjf/yf+He/jMzHpNNJGeBf955FMiebmTIJHnT7Uu7XmNvewvpINMV87tHD/FG8zk+f/NdqJELn44h0Jrjve052w2wv6txKsLNoY2mPdlHSDpUhIun5TGsscX9bvZ2/AhtAjQBrUmHM/1vsaH6nbgycknHDkwroDHGoMn8nmaqkXJgyQ9bjZyI0ZLI8997nr2f/gIm0Bg/4OSj32P+u+/guv/9KcrWr2HrS/9O+7Ov4nf3UX7jdZRcdZk0c7Isy7KsuSKdBCkGhgYNO/9J9GOMmfFzIptIFlhjb5ymvkTeZhbfP3SWX7/5mml77JM9XVlJJICnA5r6+9jV2sT19QsndLxjva2YPJUjYMLdSMfjSHcj3znxKp4O0MZQX1TOz6+8zSaUBXC052V8c2E+rzY+6SDGqb43WVV+yyUdW1KONucIzPD5wgHaOEjsHL2p4PXG2PvpL6KTF17jIJGi6YmXWPCeO6i9czOqOErdu0dvP25ZlmVZ1vQSdUswzSdzmt2JeYsLcmHdzpEssNb+xKj70sH0ViSPdnXkXUMuGQQc7mib0LGa4j38/YEX8+5zhGTrvKmtXrQnS1DQpAAAIABJREFUe/nGsW3E/BRp7eObgMZYF187/OyY6+JZUyvQHv1eR852g6EjefqSjx9Wy0ckkYPHDwhM/JKPf7kwxnD+6Z1s//jf8Npv/h1tbxwe933bX9qFdHI/DoJ4kvPfe34qw7Qsy7Isa5Lchz4B7kDzPEEmk1MCtXXsngfTwSaSBba8qnTUfeWR6W20UxGO5F3g3ZWSqkg0zz1G9/S5Q/ijDMVtKK7gvUvXTyrG0bzecixn6K/G0OclOdU/sSTYuiDQPmf7j7Cv42WO9+wlFYx+oWOIyCzLkXfXKG8xxmgC440r6fd0G5Cvom1I6eNjx3cFMMaw7SN/yQs/8zmO/fOPefvRH/DUPZ9mz59/fVz3F0qS92coBH5bO60/eB6vszBrVFmWZVmWlaGWXYf7wC+DEpkhrgNVSP8Hf49/ev+Mx2MTyQIri4S4c3n+lr2fvHXttD72xnnz8zbzUUJya8OSCR2rKd6DHjGsVQAhoXhk6QZCk2zeM1Iq8PC0T3e6P+fxBh+zLz2O5MfKkQ6SvNz8OG9376QxfoITvfvY1vQ9etK5816HU8KhIjSfkYmIRDGvaGXWNm0Czva/yt7Of2df59c51P0YvenzeY9rjEef9wL93qtAkPc2VkbLS3s5+/h2/Fgys0EbgniKfX/xTfrPtIx5/5o7NmNGXJhxHEFZuSL19lGOff7LvHHPL9H4rR9OR/iWZVmWZY2T99J/5N/+9c/NaBxgE8lZ4X/cvYEPbVxBxFFIoLoozJ/et5E7l8+f1sd1leKzW+9kYUkpIakIK0VVJMrv33Ar5eGJNUhZVlqDGrgqMlhpF0BAwL8fe42O5KUt/9EU7+JL+57kczsf47M7v0Nrohc3z7zLwGgWldRc0mNdqY717CEVJAiMD4AmIDA++zq2j3nfVeW3EFElKOEiUUjhUOxWsbhkQ9btzvRvozN1BEMAGNK6j5N9zxD3c5PVmP8KXtA4cNt8HCJq1USf5mXpzOPb8eOp3B1ScP7HO3I2G2NofWEXe/7gKxz8y38j2dzBpn/4Q1Q0jCqKIEMORSUKIcAkU+h4ApNKc+pvvkbs2KUPV7Ysy7Isa+KM1tDflX+nlyTwZnb9edtsZxYQQvDR61fz0etXz+jjGmPoT6e5d8lKwkqxoqKKBSWlo07W1UZzvKeDVOCzsryGiHNh6O29C9fwSssJdOAhyJ4D3J1K8A+HXuIPNz44qTj7vSRfOfgMqcFlRQy0JnpRQqCEJDCZSoorFRurl1F5hTfbMcbQlmyhOd5ISLosLl1OkTP2a9KSOIMhd3hy3O8jFSQIq9GHO4dUEZtrHqE73Ugy6KfYqaTUnZf1u+TpBD3pU5SFQlSGSpFC0usl6UwlaInvYVnZhaUktEnh6UYMfuYYRubEFlZLCMmJNYS6XDnFEYSSGD876RZS4hRnXxQyWvPaR/6M1hd3EcSSCEdx5P98h81f+hR37fh3mp/cTt+uA/S8+Co6kZ2cas+n9fHnWPbpX5r252RdnBDiE8AnABYvXlzgaCzLsqyZIMZYUUEfegV13Z0zEww2kbxipQKfv3x9G6d7uzHGIIWkPBzms1vfQUUktxp5tr+bL771AslgoFplDB9cvZlbFywHoCpSzB9suI+/3vM0yWHrSEKm6UpLopf2ZD81kZIJx/pm24k88yHBQbKusoHzsU7CymVr3Wo21lzZSxIYo3m15SVaEy0ExkciOdx9gOtrb2FhyaKL3lfmmS97Yd/YXXeFkFSGG0bd7+kY9dESSkPu0GNVySLK3DBN8ez5d4b0wP/NwLEzyeTgepICl6haYZf+GLDiQ/dy8AuPEYxIJNGGRe/amrWp8YevDCWRAMYPMH7Ark9+kYcO/QeLP/ggzVFFz4uv5T5QoAkSyel6GtYEGGMeBR4F2LJli+0wZlmWZWF6c5sfTiebSM6Qt8538m87T9LYE6e6OExXMkFf2mPNvAo+ceNqVtWUzWg83z1ykJM9XXhDCZomHQ94dO9Ofu+GW7NuG2jN3+5+nj4vuzrxjSNvsqSsikUlFQDUF5VTEYrSnMhOJAEkgvRAEjpRrYkefJM7vNEIWFZWz8+uvLTlJS4n52JnaE00Ewy8XhoNBna2vUJ90U+j5Oh/8otKVnO8dy8667UWVIbn4crQJcfmCkVpKIQclvxJIVBS5laRjYsxAZkB0sOSyaF5mAIpJtYQ6nJWftUibvjib/LG7/w9wlUIITCB5s7vfI5QWfZre/a/nh9KIocTjqJ9+17mP3ATlbdswgS5f3MyGqHmnpun7XlYlmVZljWGonKI52+ApxqumtFQ7BzJGfDs0WY+/f1dvHGmg3M9CfY0dnOmM0lv0mfH2XZ+679f50Rn34zG9NK508OSyAyNYf+IdSUBDnW14Onck0pPB7x4/ljWtk01i3HydoJV1BdNLlleVFJDaJQEaEGxXUdwuDN9J4eSyGyC9mRuN1ttNKkggTaapaXXUB2uR4rMHEclHIqcEq6tvjXP8SZOihj53nKUkJSFsivVad2Ip33EKN1glShBiaopietysfpjD/G+099i61c+xS1f/Qzvb/wOC+/bknM7FR79ooAMZf7OwnU1LPnNDyIjYRgYRiOjEarecQPlN143PU/AsizLsqwxuT/96fw7oiXIxVfPaCxjViTtPIxLo43hiy8eJuXnzj3TgUA5hpQf8M87jvGRLcv57oGTHO/swVWSq2rKeeeapSyrnPpq5eC8wpHMQMzDxf3cCuPgbftHVCnvXng1O9tP051KkNY+ikzF6RdW33TRoZMXs6lmGc81HsBPB0OdWh2hWFJSQ0OxTSaGG/01Nln7jDEc69nHib4DQ0ObV5Rfy8aau+j3uulJtxN1SqgK10/d8FERGYghO9E1RuCI8qxt2nj4xscPUihUViVViDBloXvssNY8ItXlLP/AXRe9zZIP3k/jj7YTjGjOI4Sg9tYLy/Q0/PL7KL9xPa2PP4tOpql54FYqbt5oX3fLsizLKiBnxSb8d3wI89I3sxrmi3AEY8wol+CnKZaxbmDnYVyazniaWDrfkE4xtIaeAfY2tfM7P2jCN5lUSQg41tnDT46f49dvXMcDq6Y2id9St5CXz58mGJE0LiuvJOJk/1pcVVGLnyfxDCvFxtrsOXFRx+UPNzzIjrZTHOxqoipczG3zVzIvOvlkOKQcfmvd/Tx55i0Odp3HkZIttSu4e+G6SR/zcrW0dAUtieahzquDhJBUR2qHvj/Zd5DjffuHhrFqE3CsZw+OcFhSehWloamv9EqqEYQxJGDY0i1CSJS8sNyMNin6vB0MJpwBAcFARVzgUBW5DSWu7IZKl2Le7RtY/rF3c/zRxxFCZCbuC9j6jc8jQ9lr15auW0XpOtsZ17Isy7JmlaOvgxwxbivWRfoff5vIr355xsKwcySnWUloPC+xIYWH1hohsjuepgPNV17fz21L5lM84iTvUnxgzbUc6GilL50iFQSEpMJVkk9clzsUrjwc5eEl1/Dk6UOkB07oQ1LRUFzB5trcBi4h5XBL/UpuqV+Zs2+ySt0o71+xdewbXuHqixaypGQ5p/qPg7lQhby5/o6siuTx3gMj5kJCYAKO9+5nSen0jK8XQhCSN5PWOzH0krmM5uDKjUhRBIAxAR3J7xOY/MvFRNQKwrZT6yW79k8+xvKPPEzL82/ilhYx/4GtOCV2zqllWZZlzQktJ/JXHjvyr809XWwiOc0iruLu1fU8e6SZdDC8qmeQKlOVCTkSV2rSOjuJHKSkZH9rJzc21E1ZXGXhMP/rjvt5reksx7s6mV9Sym0NSyh288+feveydawqr+WFxmMkfI8b5i3mpvolOGO0IbZmlhCCjbXXs6J8Na2JZkIyxILiBhx54SKEMQZP51lzEEgFiWmLzRhNR/IEHek2jPGpCC2hNrIRJS78ziWDPXi6e5QjKMpCdmjlVCleOp/lv/TOQodhWZZlWdYUCvw0yrn0JonjYRPJGfCZO68m7Wu2nWjFkYKUr5ESlCMoCzt8cNMy/nn3YQCMyU0mDRBxxl5+YaJCSnF7w1Jub1g6rttfXVXH1VVTl8xa06csVE5ZqDzvPiEERU4Jcb8/Z1+Jm/8+U+FU/7P0e5m1IQHakofo9ZpYVfZuxEC1NKVPXPQYwr5lTbtUczs9b+xBFRdReetm5EWa81iWNTtp7RHoXnzThcFHiQhp3Y6nm9AmhiBCSNUjhIMra1CiBk+fRhuPkFqII2oIdBcpfQqtfQQOIbUIV1UAjr2gZ1mzmFRTN4JxLPasbAaEHcXnH7iOnkSa9liKheVFSCmIp33KIi5SCJ47eZ7jnT1D6+YNF1KSdfNsUxlr6lxdsYXdHduyhrdKoVhTsXlaHi/ut2clkQCGgHTQQ693mvLQ4PqfPo5081ZMXVmFknZu5HQ683+/wfl/egyhFEIKkJJr/uFPKb12ZtuJW5Y1OYFO0pX6AQHDR3aIPB2w4ySCToQQJAJFZk66g0CTCPYjcTFkvw+n/P1k3sJdhHCRRJAigjE+UkRQzCPsLLHv05Y1E0qqoL8z7y597jBq0cx0b7XjEmdQeTTEippSIq4ipCQV0Qtr6n3+7i0sKi9BDbvK50hBacjl/7vnBpQdQjqljDGc7mvhtdaDHOo6jZ9neZPLWV3RIrbUvoOKUA2uDFEZquX62rupjS6YlseL+62Q5yKJxqffax763hGZNSuVyL7GJXCoCt87LbFZGT079tL4r9/FpD10IkkQSxD0xTj0659De5NbA9ayrEunTZpkcI500DbUpG80nanvjUgiAUzei9QXDH7++UPfa/JPf8jwgCSabnzTTEA7vjlPyuym1/tvulLfpDv9Xfq9bfh6ZhdHt6wrxkXOW4Mjr89YGLYiOUvUFEd49L23c6yjlzPdfSSDgJriCJvm1+Iqm0ROJU/7fOvYc7Qmuwl0gCMV7vk3+fCqe6kMl0754yX8JF2pHkrdYkpHrJc4ET3pHt5q30VbopWQCnNVxRpWl1816SFGNZH51NTPJxnEaew/TmviFIFJUxtZODTUdKq4sgiBxIxY+kOgcOWF1yTqbMH3nibiKLTxCIxB4lDuPoAjp/5nc6Xy+mKc+trjNP9oO25FKcs+/gg9z7yETuSePBrPp2/XAcpvXJ/nSJZlTTVPdxLzjpHwj6AZ3nhMoUQxNZGHcGTuNAQv6Bhx++EM5GnNYYzJ+xky1qfK4P1yK52D36fwzTn6/UYicj0RZ80YR7Qsa0Iudu4X65qxMGwiOYsIIVhVU86qmumbp2bBqy0HaUl0Di1pktY+nvb5/ulX+Mjq+6fscYwxbG/Zwdvdx1FCERjNgqI67mm4DVdO7E+v3+vjJ2d/jD+wrIfv++zteIuYF2NT7eSHo3YkG9nd/gLGaDSa87HjlLqVXD/vPqQY/7xcX6fxdJyQKsmpJgKUuouQIpMcAoSlIqIcAiOocBcNnZQoUUaZ+zCp4CiB6USJKsJq5VBXV+vS+bEELz/wWyQb29GpNABdOw9SVBEh76wKIQgGbmdZ1vQxJqAj9TSp4ByQb63ngMD00p78IXXRn8tJAH2Tf5jbTMuOS5PUewiZpUgRubDVJPH0GYxJ48h5KFFr511a1gSIBaswR3fk3SfnLcu7fTrYRNK6qPP9PexsPYsQsGXeIhYUz/4k19cBLzTuZXfHcTwdsLysnvsbNlMZzlS+9nWeyFkX0wAtiS7ifooiJzwlcezvepsj3ScIjCYYeLzGeDMvN73BOxbePKFjHeo6SJBnuY5jvUdYW7WOsJp4zNpo9nRsy1pzMjA+vV4nZ/uPsqR07CvIxmhO9b1GW/JY5iTAGOqL1tFQnN1dVQrFirJ3crr/WSpDPhGVSVKFgLR5lrQfJiw34KoGpIgSda6b8POxxufsN39MsulCEgmgk2n6m9OUVyqkzD6ZM35A+ea1Mx2mZV3Wkn4T/f5RAIqdlUTUfPq83aSC8+RPIi/IJGFthNS8rO2umLpmePnrl2MRoySDEl83E1JLAfB1C3H/5YF9AWl9GCGiKFGOI+px5VJEnguSlmVd4Nzx83ijJZLX3DpzcczYI1lzzhMn9/PD04cIdOZD7UenD/GupWt5eOk1BY7s4v7zxEuc6mvFH0i8jvac52x/G7+x9l0UOeEx5opcfP7JROzvPDwUw6DAaI73neY2fSOOHH/FryPZnjduJRR9Xt+kEsk+rytnLUkAbQIaY8ezEkljEhjOAv1AGYJFCBHmbP8u2pPHMAQMTt1pjh8gJKPUFWVP9A6rcpaWXIOnD+cMcYUUKb0TIUI4ch7W9Gl9dgc6mVthFAJ0YC4kkkIgQy7L//jXUMW2ImxZl0Ibn87kDvq9t9F4gEGQ+buLeccodlfj6ZOQ89442vGSOdscVYYjavBNe5575E8LM4mfIpO8Dn4mmYEhq6N/Ho5WPRx1qOxAYmiMJu6/Svbz1BgTJyBOYFpI6T0IJJJqImoz0jbvsawcsrQ68wZiDEiR+RPXmb/Z4OgO5OYHZyQOm0haeTXHevnh6UN4wybzah3wxKkDbJm3iLqi2TlfrS3Rk5VEQuaj0NMBu9qPcWv9Wq6pXMrOtreHqoSDqiNlFDkRpkoq8PLvMJnKn8P4E8myUDnd6dz1FQMTUOxM7kNWXqTX1vBhrcb0YniTzImGAboxnMOY62lJHkKPOPHR+DTG9+UkkgC+PpUniRwU4OnDNpGcYvGzLbS/doBwTTnzbt9AZH515kNHZ58kGkA6Aqky34SqSlnztb+iaPmigsRtWXOd7ydoTjxFSrcjxPDPm0yiZQb/I3xi3hHccU5NN2hCKn/1sSr8bnrSL5DSJ7mQCAoEUSQRDCkMPpIoEbUYKYtwZA2Kcjx9Fk2akFyAoIi4v5O0PgMMb7YlhyWKmSY+F+ZJjlbHFDhiPgCB6WRkxTU78RyMWaNpIx48hROsQckwSi5Aiuj4XiTLuswFZw9m8kiV+fsRQmAG88ldT4JNJK1C2tV+Hm1yh9cYY9jdfp4HFs/OifOtye5MJ9wRF1J9E3A+luked0vdOk70NtKTjpHWPq5QKKl49+KJDTcdy4KiOk71n83ZHnUihOTE1uZrKG7gXP9Z9LAPYCkUC4oWEHUm98Fa4lbgyjBBkN2RUwmHRSWrh743HGLk1ePM15G8FU0AX+deLb9w39Fpk7u2pTU5xhj2/MGXOfVvP0Y6CoTAKY2y8a9/k8bHX0InRzTWMWC0QQ52iDbGJpGWNUntiR10pd+6sMGARAzrj5Gp+JmhfwVIUTmQaF1sZIyizL0BKfKPQhFCUhG+a1IxK7k66/vSUP7hccZotOnFGE0yeBvPnIe8XV4loChx7kCMa859vuY9Bp9D+FqA3oOknJBajRJT3xTOsuYS09cBMvtCzOAUI3rbZiwOm0hegkAbXjvRweHmXhZURHnHVfOIuOOvMs1mcqgbW+4HmpzEzImZUhUuHWUIqGRetAKAsHL56FUPcqy3kaZYB+XhYq6uWEJ4ihdwvbFuI2diuQm5p9MkgiRF40gAPe3xUuPzdKY6B94gMtsFgmWly9hUs2XS8Qkh2FRzFzvankIbnWkrL2BedBHzizITtY3RQN8oR+giLItJ6dzkr8itydlmjIegDEgy2omSFJWTezJWjvOPv8TpbzyNTqUZXJbTjyXY96dfY91f/xZ7P/m3DI1HFuC6gmQCHMegHEEQT5BqbiNcX1u4J2FZc0i/d4qO5E483Ztn5IXIGjw6uG141TCslpL04xi8rDV3MySuqKM8vIWwmp5lmsZLCIkSmc/TErU1a58xAYHpITA9SOHiiPlZSaQSVQhUnuc3FjPw3x5SwQ5gF5JaXLUaR+Z+3ljW5U44IfKOABACxNRN0xqLTSQnKZby+ZWv7+RcV4JEOiAaUnzxmSN89ReuZ1HV3J9PtLm2gf8+sS/nfF8IwabahsIENQ7zi6qoi1bSFO/MGrrqCMWW2lVD30shWV3ewOry6XsujlBITFYNTpJJzg52vs2WeRvGPMabrTvoSHbkVCLXlK/hupqx7z+W0lAldyz4GdoSZ0kHSSrDdZSGhidzAkadK6NYWnoTR3uezxreKnFYUnJ91i0D3UkyeJnMXJjMsYaPZsrMq3EIqdk9/3YuOfG1JwjiIyrDxpA414YQkkhFFL8/kfkJD2uwk05poo5ChMOkWzpsImlZ49CbOkJrcvuYCZIx+bv2CwSl7hrKQ9cS847g6RakKCYkFxBWdSg5ddMuppMQCkdU4VA1yn5J1LmFuP8Smc8VPeprknW/nBPmAE0zqaAVT1cTUVttgx7riiIXrCYY7e+mdOYurthxAZP01ZdPcKo9RjwdYIB4OqA74fG5Jw4UOrQpURst4f0rN+BKiSvVwJfk51ZtpCY6uye+f3DlO1hbuQQlMrXThUXV/OLqeyh1Z3ZuRVeqG0c6KMHQlxCZmR8tibGHHWijOdN/OiuJzGwPON53bMriVEJRX7SUxaVrRiSRg0Mm6sm96iWBBirCi1hTcT/l7kJCsoTK0BLWVj1MiXsh+TDGkAxeBXyMCWhNdNGd7iflpwm0RhtNWvv0plL0pQ/g654pe25XMj+Wf3ixUJJUaydCSqQUWUkkwEBvLYzvE7VDWy1rTMYY2lNvTKrKlvnrk1SH78CRJUgRpjR0LVWRe6gIb6XIXTJnksjxcmQNpe67iKhNhORVA/MeB5rxTLDhXWagTgdpvW8aIrWsWazmIp/PoalZfWA87OWbSfrx/mbSwYhmFQYONfXSl/QojUx+mOSprl72tXZQFna5saGeiFOYH9NdDavYULOQ3e3nEAg21i6kMjz7q61h5fLepVt5z5Kb0BhUgeZRlIZK8s4zFQgqwmVj3t8YM+qHqq/H19lvKgiuwpAEerhQnaxBkBn+WhqqY03ovlHvr+lmcI5lYDQGQzJIkwyyO4cKDEb0EPcPURW+l4izeFqez5Wi4ZE76H37dE6HVqEUC95zBye/8G957+e4AhkJU//hR3BKZ/dFI8uaab3pU3i6j1J3GSGVWVLK4BHk6aKaK/v9XIkSqsKbKHaXI8XE5s3PdUK4hNTgFIpr0aYDX7fimbcZay59PoE5izEb7FqU1pWj5cTo+1pPzVgYNpGcRbQxfPHV3Ww/04Q2BkcKvvzGXv787ptZWV1RkJiqIkXc3bB67BvOQkIIVAHnc5aHypgXraE10ZY1zFYJydrK3I6mIympqAhV0JXuytlXX1Q/pbFejBAOgs0YEwPiQDFCTOCCgrlw8nSxhvKDM2AMPl2p56lXH7bNFC7B8o++izPfeZbYySaCeBLhKqTjsPn/fgbd1Uk0KoiPaCwslaDsmiUs/Oj7qX7wjsIEblmzjDGGrvQRWuIvZ4bhA63idYqdBhaV3I/AReBgGKVT9wCBQIoIFaFrKXXX4KjLq9I4WUIIlKhByRrCXIOvm9AmQaD7CDjB6Inl8M/3wSZwCmMSePoohk4gisNa1EDSb1mXCx3L7eQ/JE8RY7rYRHKS3rFmHo+9eS5nu6MkJeHJvazbTjfyypkmUkGmeuMN/B786Ytv8C+P3JvpRmrNKfcsvIPtLa9zqu8sGChxi7l1/o3jqkgCXD/vJp47/xO00Wg0UigcodhYs2lK40z4/XQkzyGFojayCDfPCY4QxcDEK1SZBjpy4N+jJYYGNSzFNPj4pgfXNt+ZNKc4wjt+8iXOfe9FWp7ZSXRBDcs+8hAlKxZy/Lc/SyRkEKWSVFJjNLghQSQqmfeee6h56M5Ch29Zs4I2Aaf7niLhNwLZc/li/jnak29RG91IZfg6ulJ7coa3iszMeFxZxvzo/YSc8hmMfm5yZGapEBQEZilecIzAnOPCElQZWd0qKUMIhTbdpPW2YUfrw6MVP1hASG6yFUvrsiGrG0ZfddaZ2uaRF2MTyUmK+wMz1wYXATWANnjCsK+xl+sWTvzD4qljp0gGub8Wcc/jRGdPwaqSkLki+3rrKZ45f5i4n2Z9dQMPLlpLWcheUb2YkHJ5x4Jb8XVAYHxCMjShD7KqSBUPLn4nx3qO0JPupipSzcry1USGJXo96S72duykI9mKI12Wla7i6sr1F0nasp3q28fJ3j1A5oP57e7XWVt5G/OKlkzsyY5CCEFE3UgyeAVPp0epSoqhimTmvwZh354umQqHWPKBe1nygXuztieOnsQYCIUkoVD270nrt55g/od/aibDtKxZJxX00uedo99rJOY3IcnfEKYztZ/a6EaqwhsB6ErtHVjKw6UmfD3l4bFHn1ijU6Ic5WzGmI0Eupm0PoChn+xqpCKkMs3n0npn3uMYGvF1Na5aOu0xW9ZMEBX14Djg55mbvXjdjMVhz9Qm6bkjrRe6pwBgQAk8Dac6Y5NKJH2df9CfQODPYJk6n++c2MW25mOkB+bmvdh0lF3tZ/jspocpdq+suR2T4UiFw+SWhil2i1lfszHvvrjXz0uNT+GbzBuJp9Mc7z1M3O/n+nm3jXnsvnQnJ/v2XOi6OvAreKB7G5WR+bgTXO9yNErWUiQewJiDwC4uPgdG4IpKHFk6JY9t5QotqCfZlr+pkU6MZ66XZV2etPE5F9tOT/oEmQtcAYNvjPnewc3Ae68QgurIJqrCG9AmjRRhW/2aQkJIHLUARy0g0F14+jgQR4hyXLkCKUoGfhaJUY8RcASXpTMVsmVNr2R/ZgjryJqBEJAYbdm2qWcnIE1Qyg/4++ePEk8H2ZcnxYWkcnHl5BrS3LWsgbDK/ahSUrCqqnDVyJ50ghebjg4lkZBpmhLz02xrPlqwuCw42nuIwGRXsQMT0Bg/S9yPjXn/5sRxtMmtggsE7cmzUxYngBBhit0NSJG/iu1KicDNNKCIjN68x7p09b/6obzLTyGg7Ib1Mx6PZc0GbYkD7O/6Ot3pYxj0sLUgM2tAmpHXeg1EVHabfSEkSkZsEjmNlKwk4mwh4txOWK1Hiv+fvfeOj+yq77/f59w7VV3yyVRzAAAgAElEQVRaabVaaXvv9u66r+vamGIMDwHTyS/0QAglIYEfgQdCSEIoIQklwEMJMTiAgRgDNja4r+31eou3V23RSlpJqy5Nufee8/xxR2U0M9omjcqet1/yam793pnRvedzvm0g//Fc7/lQDqvWLlr3Dk4EGAxTDdXbDugh/TFMh3B2bMdvo2GE5AXy8Z+/xH0vjP4BXYw3EmDzwjksnVFG2PbFZEBKQpbFx29YjyUn7qM62duOLTMFrqM89nc2T4BFhgE6E+1ZK7tKLHqd7nPun62qbGoNPcmzWUXmpSCEoKbgDiTBVIEKC4FFoT2fivBNVITvZGbkTcYbOc4Ub1xLzfvekj7ukhKrsIDav/jTiTLLYJgQep1m6rsfpbF/K3qUe95wMak1IAQ1BaYo1WRBCAvBaJPuJWitcb0DOOpRHPUMjnoU19s32N/YYJgq6LaTuVeOqIo/npjQ1gvgaGsv2092kHSVH9aahWjAuuiiOLaUfP62a9ne2MLO5lZKwiFunV9HRXRi8xBLg9GsgkMimBGeZpXQtALdAroDRBhEDYj89eO5UEqCZXQk2jLEpEJRaJ9bjM2MzKOx/whqIDwr9aO14kzsMGdiR1hdfiulobGrEhu2Kplf/Bb6nBN4Ok7EnkXIyt682jB+1LzzHspuu57m//oF8ZONFK5dzsw33UVwhvksDJcHMaeDw90PonAYCF/N/fQWDDZk0hCxKpldeCtBy0x6TSYC4iqS+g+QpQxJUK7E0/UojjM8vUJxEnQAWyzOm50Gw6Wi8+h1HA0jJC+AY629WAPNu5VmZPa9LQXv2zT/ks4hhWDD7JlsmD3zko4zltQWlDIzUkxjXyfeMMFiScmtNUsn0LIxRnugtuLnWHigBeh6kFeCmLjQ4tFYVLKck73H8IaF50gsZkZqiAbOLfJLglXMii6gqd8PcRUMfaUHjrm7/Q9cN/MNWHLsqoBJYVMUXDhmxzNcHJF5tcz/9Icm2gyDIe84qp+D3b8ctsS/8Wn0YLQYaWsl5aFlhK1SSoMLsOTknWC8nJEyRFDdiav3ojiNLyhLCcqVSFGKq7Ll6CuUrgeMkDRMIUqqcq/LkiY3XpjQ1gugrjyKSoU/CI0/gak1pHo+/p9r5vKm9XUTauN4IITgQ6tuYWFJJbaQBKVFUSDEe5bdwOyCySmwLgp9Ar9P4sBMpvZ/Vy9lSY6ZHBQGitg063ZKgxUAWMJifvEiNlbdcF77CyFYVnotV854GSWBiqxVCQHOJjJb3RgMBsNUQ2uNq+Kc7t16ju2GfhdYzI5uYnbBtVSElxsROcmRUhK0VhO27iRsvZKwdT1ycDI4V8ifi1IOSjfg6WMo3WnCXQ2TGmvhxtwhFHPzV+vAeCQvgGXVxSyqKuJgczeOpxHKD3OJBCQ/edfVzC69uCI7U4HiYJiPrdlMdzJGzHOoDBdNv76Wuons1UQdfIF54T0U80FZqIJbZr988KF3MUUeSoKVFAdn0OuezVin0bjKL1KgtUajEMhLKiahdJJ+dztJrx6NJijrKAhsQIrIRR/zciJ2poOeI6cpWjCLyKyKiTbHYJgSnI0f5nTfC3g6mbqPZWvpIVLth/zfi+w6agquJmSdX+9fw+RGUIwmW8XqCB5PpGYQPPwReiGWvgo5htE4BsNYIaMliOU3o/c/PtSGEBBWAHvz+/JmhxGSF8i/vfEKvvjQAf5w4Aye0qyYVcwnXrF8QkSk0pq9ba30JpMsq6igLDz+g/DiYIRiputgfzQH/eR33l9qlcAZ4bpUFdcRVew0lIdqaIkdoqFvO46KYYswdQVXUhW98NBmrTXdyd/j6U4GhHtSHcdNnKE09BqEMLelXCjX4/kPfpXj9/0RKxTESySpe/X1XPvdj2MF0wc7iaP1JE6eIjSnjtDCSwu5NximMjG3i0NdD5NUvYPLcvWF9BEU2rOoiq6lKFCTDxMNecKSy3HVVtInjSVCKGD4s08DPXj8EdQypBybvsoGw1ihtfa/twHbr+8BgECuezmyaMao+44lZsR2gRSGbD539yo+c9dKlNYErIkRGA093fz9M0+T8Fw/AFMp7lq0mHuWr5wQe6YFohb0ITK9klG4DDxlZaEaykKz6Eg0DYpJiUVd4Sp6nGZO9DyPSj1oXR3nRO9WEFAVuTAx6apmPN1N+vusUSRJqhOELJM7mQ3lerzw0a9z/L7HUAkHlfC9xA0PPsvOT3+P9f/0Xn+7WJzTn/oc8YOHEVKilSK8bAmz//7vkJGJLdxlMOSbpBdjT8cv8e83Q32fFakUFTIFZV10ExURky83HZGiHFtei6cOo+lBUIgUNSj2pW0nhsUMehxAK4UU80xbF8OkQZ16CX34mRGpVxq167foK16FyJOYnPxulkmKJcWEiUitNf/47BY6E3FirkvcdXGU4jdHj7DzjGnHcdGI2cAM/D8Lid9+OghyzYSalS+EEKwqu4XlpZuoDM+jOrKQNRW3M794HQ192wdF5AAKl4a+nWit8XQTCe9ZEt6TOOrIqL253GGeyBFrcFX72F7UNKHht89x/9w3cOQ7v0Yl0nN8vFiCw995cDC0ufU/v0d8/0F0IoGKxdCJBPF9B2j9zvcnwnSDYUI52fscvndpuADwf1epNYMhYdgsLHq5EZHTHClKCFgbCFq3ELA2IkV65V0xIvHMjxo8hKcfwVWtebTUYMiNt+PX2et3aIU6vCVvdhiP5HnSFXN48UQ7QdviqnnlBO2J0+DHOjvpTSYylic8j9/XH2PdzLFr1XBZISRYa0H3gO5Mtf2Y4S+/TBBCUBmZQ2VkTtrypOrPur2j+nHUPhQnGChS5OkelG4gKDchRGblMEsU4wv1kWLSxhIX14N1OtN96BRPv/XzeLHMv/kBvFgCrRTCsuh+9DG046St145D9yOPMfND7x9vcw2GSUWPcybHGj8X0hJBFhffScCKEpDTt86BYTSK8IfD5+qbrIHteGoOllw+/mYZDKPR3ZJzle7O34SHEZLnwS92NPCV3x/CtkQqOV/wlTesY13dxFQsjXtuzvCKfje3J2jaopOg+kEWgBiDpHhR5P8YBglZhSS8nozlUaswoycXKDT9ePo0tpiTsU9AzkKKCEr3wrB2MgKLkGVy+UZy6LsPopzR/67LVi9Apsp9jxSRA2gnfw2KDYaJQmlFwuvGlmECMkxARnC9WJYtNRJJTXQ90UD+8okMkw8hBBbr8PRWhj+TcqE5iVLVSFk2/sYZDLmomAsdjVlXibrVeTPDCMlzcLSll68+cgg34SISHlqAE7L4yP/s4Hd/eSPhQLrHJea4/OdzB/j94UaSnmJdTTl/ef1K6krHruLnotKywTYkwwlZFtfWzB6z80x6tIL4i+Acx/dwaQgugtDa0aooDNvfA+JACEyBFwBibjdn46cQQjIjPIeQ5X9v6wo2cKz7SdSwGVuJRW3BIqCZTO+ih9JngEwhqUkSkLXEvSNoEggkAVFNYeBaxFhMBEwz+k+2oN0cM+VCYEWCbPzaUC/IyJpVxHbtHtG/QBBdm78Hi8EwEZzq3U5T/+7B1yXBGmZF1nCs9/ERW/qhrvOKbqAivCifJhomKVKUgb4Jj2fQOBnhrSNRHEZyVZ6sMxgyEeHC7NMe0kbOX583Oy6fmL2L5IFdpxGdcQo7E4RiLuF+l6KOBPQ7PHs0s1XCJx96kd8dOk3c9VBas+P0WT7wqy10jhKWdqGEbJt3r72CoGUNfoAhy2J2YRG3zJ03ZueZ9CR2g3MCX8S4gAfJI5A8NPp+WoN3BNw/gPtM6t99w6peTX96nQ4Od23jQOdztMeb0FpzomcXL7Y+QH3Pdo51v8gLLb+kuf8wABXheSwsuYmwVYJAEraKWVh8I8Wh3H1TRZbqvp7uoz3xS2LefjRxADSCiL0KSxovcDZmbV6PFc1SJEcI5rx2Ey9/5utUXrNicPHMD70PWRBFpKq4imAAWRCl6oPvzZfJBkNeUUqxo+3nNPbvQqMGfzqTp2mJH6ImekXa9pYIsaL01UZEGtKQMozFLQjOpx949sgPgyFf6Fx5kFLmNSXLuGHOQWNLL8G4lzE3ZXUmaO+Npy070tbNgdYuHG9IkGgg6Sl+c+AUb7li7B5am+rmMLekhEeP19OZiLOhuoZra2YTsDJz0qYlWvuiMSOnwYPkAQiNUklUnQJ1LH1ffQo8C+wLb2cx1TjVe4Aj3dtQ2i810dR/lLLgTHqd5jSPowYOdz1PeaiWoBWhPDSX8lB6CfSuxCmaYmdJeg5By6IqUkDUDgISK0u59D5n+6CAHDqLS4/zNOXy9aYiXhbmv3kz+//tfvpOtaDifniqXRBmwdtexsavfjBj+2BdLfO+/y26fvMQiSPHCC1eSMkrXoZdavJPDdOTU33bSKrM0HvQ9DhnWFB8PdXRlfQ5ZwnICBHb/C0YsiOlRLISpRaheDzndoJKtG5C0wYEEcxGiMK82Wm4vNFagRPzRePICEXl+svyNJ4yQvIc2Incydcyke7BOtHZi8zyuSU9xaHW7rE2jTnFJfzZmnVjftypgS9Asq86Ry7YSBHpLwR9AvSSvP3xTQRJL8aRrm1pglFpl65kI0JkBkkI4GziFLOiSzLWdSaOc6L3CXTqWHHP5VRvJzNCBUgxg7DdQHFwIZYIAn614bh3FP+zG6qiKIRAEUcRw8IUuxhOvLWTfV/7OTIUIFpbhXIcotUVLH3/3cx9wy0597NLS6h4yz0AtD+7i32f+DeS7d1U3Xk9s++5M7uH02CYYiS9fhr6dtISO5jzti0AR8UIWYUUB00hOsP5IWUI1E0oniQzb9IG2tE0MJDWoTmF1guRwuT5G8Yf3d029GLkzU9IhDQeyUlDTUkka6R8wJaUhNPfvrmlhagsActBS7K4sviibeiIx/n14cPsaW1lZkGUVy9ewuLy8os+3rRASJBFkG0W2jpXAnwuoanwBeb0/bM4m2j0vX4jJ7DQ5PJl62zlpYHT/VsHRWRqS2yh6XZ6gV5EsoHW2DbmFb2aoFVCzN2Hzmj4DGiJEBoxjd/3iyF2poMHN76HZGfvYM9IKxpi1d++hXn33Hpexzjxnfs59rX/RqVC63v2HKHxvofY+Kt/xTI9JQ1TGEfFean9ARyVGDWbTaOJ2BNTGM8wtZEyDGozmkNoTqeWViIoRohjZNYGOIrSCilML2TD+KLaT+VeaYfyZwgmR3JUuvqSVFVECWRp9SEFXLViZtqyRTOKWVZZQnBYf0mBLyRftSw95j7peexoamFXc2taKOxI2vr7+dgfHuV3x45S39XJc42N/L9PP8WWhoZLu7gxoKGvg/uObuU7+5/g2TNHcNS5SmePMeErIU3+CP91+IocOwxslkvUh0ccb/ohhQVZhl3+BEj24VhFODNfRGuFo3rTltlCpx1B4+LpBI39TwLQ627LenyNQlKATHkuDT57v3wfyY6eQREJ4PUnePGvvomXOHcFVqerh2Nf/dGgiARQ8QSxhjM0/vyRcbHZYMgXzf37cZXDwIRUjvkuaqJrsUwRL8NFIqXEksuw5W2pnzUI0Ur2XsgAx9E6e7ssg2HMOL0397pQfiO7jAsgB//9h8P86A9HCFgSL/Wgsi2BJQUa+Pib1lEYyXw4feHO9XwrVbXV8RTrZpXzoRtWUBoZmiF4vqGZLz2zHSH8h58Ugk/dtJHVMzNLkP/8wAH6HCetSmvS8/jurp1cPXs21gSFYW5tOcZPj72AqxQazaGuZp5sOsRHVt9B0Brnr5XWoDoBCdGb/JxIr9v3RIZWgHWO2We5DLytpIe3SpDLp3VYK0BFaDbZyptLYVEVmU9brB6FQqT+W1C8kZCV7aYksEQQb1gYsST72xdzW/CUgx6lOEFAzLrwi5nmND78AiqZGb6tga4DJylfO5Rz7bS00v6TnxHbvZdA9UzK3/gn9J/tRwRsGCE6VTxB6yPPUfe2u8b7EgyGMaff7aSxbz9t8Xo8napfIFJN41NpQQP/lgXnUlt4uaZ/GMaPc41xmtB6LsJUgzeMEyIQzN6OG6CsJq+2mG95FrYdauXHfzyK4yocVwECYUMkEuAdty/hxrU1lBVldx1HAjYf2bSKj2xalXV9W3+Mf356G8kRXsjPPv48P3ztHRQE08XprpYzWVt9JD2P1r4+qgvzn9yd9Fx+dmxbmgcyqTxa4z1sOXOUm2vGsWCN6oW+J2Bwxk9DcC1EN53/MWQpiGvAOwy6G0QByEUgp3+4sC0DrC6/hd3tjwEpSakVC4rWMbdoFX0FKzmbOIlAMiM8l4idvZKqEIKqyBrO9O9E5cpVTd9j1LXRwMoLu5DLgPDMMroOnMxYrh2XUMVQsZBkUzMn3/8RVDwOnkfyxCn6d+6m6PWvB5V91jw4w4T6GaYe7fFTHOh8HIVfKIzU/6UWMJDjrSFilzC38CpKQ7UTZqth+iKoRdNO9p6TAjgJnETrSmA5QkzvSCdD/hG1qxE7HgDhpacfCYm1cnNebTFCMgu/2nKcuJMepqkRxD3NivnlOUXk+fDE8dM5c86ePdXE5oXpffeKQyHaYpnNlD2tKQhMTLjOyd52ZBbXk6M8dp49OX5CUmvofRzoS1+e3OnnTIYWn/+xRDHY+euzM5moCNdwQ/UbaIs3oLRLRXj2oNexIFBK1AZPHwJewFVRpFiEFJne8qrwarRWtMR2o1N+TGvYAA80lgBLCM70P0zAKkHRlXEcSQG2NMJmJCs+/HraXjiI1z9U5VYGbGZctZyC2srBZWd/cC8q1s/wBG2dSND361/nbGkTLMpszWIwTGa6Ei3s7XgMnZqCFwxFQCjAQiCQFAQqWF3+ygmz03A5MAOYBYxsBj/QfXLgXtwG7ANMD1/D2CJqVkDVQmg9ghiYMBYSymqRC67Oqy1GSGahpz97CJ4Ugv74+XhfctObTOJkqcjjKU2fk3neVy9ewje3v0jCGxK2tpSsraqiKJS/hNpeJ8H99S+y8+wpP5k8x3Z+64dxQnUAmaIagMROCC7Ma++cqYwtA1RHM6vLad2Bp7cxFC/RhdI7QK9CyvTwUyEE1dF1zIyswdMJBJKTvb8j4XWi8QhKndpOEVeNJBREbZHmnBSEKQ/dPU5XObWpfcU1rP3029n12R8iAxbKcam4cgk33ffptO36d+0mW5UvFY9REPToTaQ7JkMRQdcjT8BnM1uHGAyTkUOdz9EcO5h6JfBL6ADDKtwLJMXBahaX3DgxRhouG4QQCFagdBQ4ymAF8owtFdCG1v0IYSqSG8YOdXoPnK0HNIPtImpWYt/5V3mt2ApGSGblxtWzOHS6i4STPpvvoXngyGk+8vAOlNZsqC3nE5tXUVEQoq0vzmNHm4i7HlfVVbK0MnufqitnVfHrg/XE3XSPpxCwrroyY/vrZs/mdE83vzp0iICUuEqxpKKCv9iwcewu+Bworfjq7t/TFu/D0wOlrjPz4YLSYlP1BXgFL9iQGOhh75tIL+2C1w52pufMcP54+iCZQfcKxSGErs7a51EIiS18D9e8orvpcxo5E/tdat3QdhrodzUFARvQBGQFpcFXmbCfFMmuXrb/3fc4fp8fdjzvDTdz5effyZJ330XH7mNEZpZRtCAz98EqKcY7256xXHsKhKCw2EJ5fvVdyxYIIdDJRMb2BsNkpDPRPExEDjAkJgUQtcpYXfEyAtJUIjbkDynmoXUNvufxKGStA6CB50FXgFiBGXYbLhXlxFG/+QIZodWNe9AdjYiqBXm1x3yjs/CKq+v47dZTNLX3E3c8pADbtrDrQjx8qHlwu+dOnuWe/3qKT2xezpee3INC43maH+88xm0LZ/GxG1dlDLxXVVVwxawqdjS1DIrJsG1x87xa5pZmVhMVQvCG5St45aLFnOrupjwcpqqgYHzfgBHs7WiiMxEbFJEwEEoEtpBY0sJTHrfWLGf5eCX5eu0Qe460Pxyth3kgp3eRnPyRrak3QIKhTz03QggCVjBrT0oY6B4pkUKgdBemcLSP8jx+d9OH6T7UMFhg5/D3HqL5iZd49Y5vU3Wtn0OqtcaLJaj/0UM0/OpJ6O2m2G2haESqtAgECKxajXr0RSwp8OtfDf2NyIgJbTVMfnqcdvZ1PDHocB8ezjogJiU2tYWrjIg0TAhCBIEatO4CmnJspYGzoJ8DrgUzeWq4BPRLvyF7fi542/4H+YpP5NUeIySzEAnafOND1/P7FxvYsu8MZYUhFi0s5StbRs6KQtz1+KfHd+MNy3tMuB5/PNrETQur2Vib7mUUQvCJTRvYcrKJP9afwhKCzQvncNXsmSMPnUZBIMCyioqxucALpLm/K2trD0/D+hlzWFtRx4KiSoqC4/Qg1wr6HgedpeXBQHk+bLCmf7Gc8SdE9vBhi/MXfaNvNzAO1FqjtTIeSaDxoRfoPX4mrUqrSjr0nWqh4bfPMWvjQtq+8Q1iO3ehPEVXO3QeTuB50CFhRrVF9Ww/ZzrpQGujh3tg62DoX0GRJBDwPxcNzH7PGyfiMg2G8+ZEz27qe7anLRsZzgqCmdHFVIbzOwNvMGQyD2ghvRq8z6BDQTuYnEnDpaIadude2Xs2f4akMEIyB6GAxV3XzOWua+YC8LUnD2TdTkjSROQAcdfjkUONGUIS/FzLG+bWcMPc/JbovVhmRooJSIuESs8PDUmb5WU1rK3I7DM4prhn0kNa09CADdHrTX7kGCBYiGYf6eGtEsHcrGGt2QjKcgRBNJnC3xbSD63UGo0+72NOd9p3HcXtzww3dXtjtL94EPWTb6B6ekBrpIDSMk14VYADuxyUgtYmj4oqG8vSNJ1ID03WGnq7FSXlEmlJqt50F7Pe9tp8XZrBcME09B7IEJEDDISzAiwsuprZhcvyZpfBkAshImi9EajHF5QDNQJGPuPaQLtgWoMYLpazJ3Kvq5ibPztSmG/yeTKjIHdhGz/AJsvyaTJGXlleQ1EwjBPvQ6WuVCII2wHWjbeIBBitvYQsg8JbQOSv8NB0xpKzUz0fj+KLSYFgDlIsPO9jCCGojryCptgDDBeklhBELGuwarEUpQgj/gEoWliDHQ3h9qZ7g+3CCHbvWXQikdZxXUpBKAIFxYK+bo0Q0N+j8HLNtwBFd25myafegxUxIYCGyYunHA53PQ+M/gwtDsw0ItIwqfAL6qwEAqBP58i4EfhjGjP8Nlw4WmtwchSdBMTim/JojY8ZxeWgpb2fB5+q5+FnT9Ddl+R1a+ZkvSdo5VdRHUnYtrhj8WzcHH3cphKWkHxs9R2sqajFEgKJYGV5DX+95mUEZB7CEq0qsnddtSC03IjIMcaS87DELVjiRixxK5Zcct6ew97kMU72/ISm2K8QBIhahYQtSdSWRGwLhN8oROERsZaM85VMHebcfT2BogjCGrqXCCmxC8LMmGX7QjIL4cjQ52LZgngse94EQP+pFiMipxFCiPcIIbYJIba1trZOtDljQtzt4/mWX2e92w8gECwpvo51M+7Mm10Gw4UxBxDpHobB3238FBKD4cLRfZmF9YYjZy7KkyVDmCmRLPzskcP8928P+CWeBXzjZy/x8Xes5zMvW83nfr97MPFfClhTU8Ybr5zDP/xhF+CHuVpCsKyqmC8+/SLdCYeySIg/vWIZdyz2vXfdiSRSCAqDE9MH8mIoCoZ517JNg96kvIYkyhCE10L8JYbyDyywKiCQD4/o5YfvKbywh12/c5LW+BPolAdZk8DRLiHLglR/yaHnqkXQmhqh3fnACgd5xdP/zjPv+hfOPOXnP1Rdv4rrv/tXOM8/Sb8QaR7JAeL9/jLLgoIiQSxu4SSzuyVLVo9jRWVD3tFafxv4NsCGDRtyzyBMERJeP8+c+fng68x8SJ+FxVdRXWC+y4bJTBhYA+waEa4mgcXTJ1zNkHdU8/7cYZCADOW/zYwRkiM41tDFvb87SNJNnxP9lx9u50efv4Nf/OmNPHygkY6Yw9VzZ7ChrhwhBD95cxlP1DcTczwSnsMv9h0b7P3YHkvw9ef30BmPs+V0A6e6ewHN4vIyPnrteqoKpk5/ofEWkNrr8dt8WGUIOUxoh5aBVQnJI37CeqDO/zGhkZOG9sQLgyJyAEd5BKSfFzx057MIyhpsWZp3GyczhXNn8rJHvoQb872PdsQX8g1f2ZIhIrUG1xXEvSChEsnCK0spWDyHiltuY8cH/iVje2FZzP/gPfm5EIPhAlFasfXMr9OWDeRCDnyVhYCwLGJ2wdK822cwXDCiHPQ1wAmgC19czgVhnnuGS6DliH8zFNq/SQ486gVQMDEFJ42QHMEftzWQdDNn9KWErXvOcNtVdbxlQ2aFuNJIiLtX+Emub/7pI4MicoCE5/GDHQcJBr3Bz/3g2Q7+9tGn+PZdt2cNj1Va89Cxozxcf5S467Jh1ixev3QFpeHpF56mVQK6HwW3zReHWqGj6xDRtUMb2RX+j2FS4qjsrUNirqYsNA9HNSKwCdtLKbDX5Nm6qcOAgARwmppxGhoythEC7IIQV/3zW6l5691pEzxrvhlk94e/iE44gMYuLuTK//6CCWs1TFr2d2whqeMZy4dP5xbIQq6qutsU6DJMHUQEMHm8hrFDe8lU7q3IyMEVS2+ZCJOMkByJ62bPztAaXO/c+Y5Ka9pj2fOZlE73Riut6XdctjWe4ZraWRnbf/3FbWxtbiSZEqWPnTjB9uZmvnzr7UQDUycs9rzoeQzcVkANVWjt34W2yhChORNqmuH8CMgSkqotY7kgQEnwFjMAvAhUb68ft5oF6SSI/exeOgIO5W98/eDymS+7jsrd99N7oB4rEia6YLZ57w2TFkclOBOrH3WbOYUrWFS8wXyPDQbD5U39c9mXSwtr2cQISRMXOIJNV9YQDGQO3Dyl2bhy9F6P4IfwVUazz/xna9LuKkVLX3/G8ua+Xp5vOj0oIsHPv+x1HB4/OUrp3ymIVv3gnCGzoI4Lse0QewkSh0BlF+iGyUF5eFCMY1YAACAASURBVCOC9L8dgU1ZaL0ZAF4kwXlzs+bTaO0X+tKJBO33/g9eX1/aemlbFK9aRMHCWvPeGyY1ca8POUovWUvYLCw29xCDwXB5o45uyV2xtWQWonBGfg1KYYTkCFbML2fzVXWEghYCsKQgGJC8+7UrKS8+v9Cw/7N+WarAyBC2FESCmQ9CSwoWlWfGzNd3dmYNd016HnvbpkeFvkFUgqxfRSsIxCC5F+I7oeeBlNfScLFordA6jtZjX004atcyM3I7AVkKSCxRQEX4OkpCK8f8XNMJ1ddL7yMP0/2r+0kePZK2TgQCzPjz9yNCQ+GuAzljg7ljtk3i8NF8mWswjCkRq2jU+9H6ypcjTS68wWC4zNGNe/wJNUF6WKsA4TkTZZYJbR2JEIIP3rOW266qY8tLTQRtyc3ra6mrLjrvY9y6oBZbSH6w4yAtff1UF0Z5xxXLuG/vPpr7+nBTZV8DUjK/tITlMzITZGdEooMVUodjC0FNYeHFX+BkxCrJrEIlLRBymDNmINz1aSh6jal6NioaP7m/Bf+NnYnWRanekKcYKGOh9QIEc8Zkpt/1Woh5ewCHyvBqQtZChJhm4dfjQGLfHlo//xn/b9116bZtIldfS/mHPoZITSQV3XIzwdpamv/hC7gtrb4nUsPAk0S5Lt1Hmzj5q2cQEmrf9HIKFs+bsGsyGM6HnmQHbfFGLGlTE11MY+wwSg9F4Agk62fcSVFgYgpIGAwGw6Si3E/zGhyzDR+6lVTn354URkjmYPn8cpbPv/gH2I3za7hxfnp7gytqZnDfngM8ffI0lhTcNn8Or1uevUfforIyKqMFNPb24A0TlJaU3D4/s9jPVEYIiS64Bnq3MCgYhZ1d4GgXVCdYZXm1cWpxGGhiKFS4EU0R0El6+PBRNDaC2Zd0tp7kCyh9DPBvcAlvF0l1iKLAy42YHAXtebT98+fR8XjastjW54g99wzR6zYNLg8tXkTVxz/O6b/9u7SeklpKWho19R//d7TrgYAT33uAupdvZNm/fwZh56HPq8FwAWitOdD5Ag19h9Fap+7zmtqChbQnTpNUcYoDM1hcspHioCmuZjAYDADUroPnf0S23h/yqrfm354URkjmkcJggHdduZp3Xbn6nNsKIfi762/gP17cxr6zbQigPBzh/VeupypaMP7G5hkRXoy2iiC2B7w+kB5gciIvnB7SRSSAQtCFzshBVUA9XIKQdLwulD6WJvqFEGgdI+EdJGyvuuhjT3eShw6gXTdjuY7H6fvDI2lCEiCyYhmVH3wfrd/8tv8c8TxiVgn9Hc2g1KCTXms49dALlH73Xma97+15uBKD4fxp6DvMyd4Dg68H5klP99Vzc83rsaWZfDIYDIbh6P4O9G8+7WeBDR/KCYm86QPIstqJMu3cQlII8R7gPQBz5pjqmfmkJBTm/153A31OkqTnURoK5wxD9JTibLyfwkCQaCCYZ0vHBhGohkDKPZ88CrEXGfRQDm4UBNN/MDf6NKAyykIP68o2Ynnykk7X5+4DMk8nhCCpjhPGCMlcaDXwmWRblz1nrOSO2yi6+Ubih48gtGb7h78GqW19Aa8ZaNnZ9OMHjZA0TCr6nC72dzyfY63gbLyJmVEzzjAYDIbheNt+Ak6/n9ZliaEZOMtG1EzsOOucQlJr/W3g2wAbNmzI9Kcaxp2CQJCCUSZpn26s58cHduJqhac166tm886VGwlZU9jhHJgPTiO4A941CxAQvcHkR+ZCN+N7I7ORTUQCXFq+rdIKK1sEss4tkgw+oSVLQWa+RyIUpuCWzVn30Z5H67e/T9dvHwEhKFcJZIlFb3e6mATSQmYNholGa8321idxh6VqSBjmSTfDC4PBYMhK/bPpr4eHIHU2QPXy/NuUwpRCm+LsPXuGH+7bTp/rkPA8XKXY3nKab+/ONes7RRDSF40Ft0J4LUTWQ/HdYJucmaxoDzg0ygYjy3wBSASLL+m0YWs+ntZZB4FBa8klHXu6IwIBZnzsE35F1lRfWBEKE1q7juj1m7Lu0/LtH9D1u0fQySQ6kUBKKK2QRAsEQpD68X8vXnNpn63BMJY82/IwPW4Hw+9FimFViFFUhDP7KRsMBsPljDp7nOyOAPyxX8HEjounsMtq7OnqTfDdn+1my85GtIbr1tXw7tevpqQodO6dJ4gH6/eTVOnhn45S7GxrojsZpzh4fi1LJiVCgD3D/zGcg560V5nCrhZBOZpjQD9QiGAhQlxamHDEnkWPUwqyEwvQaAQCTxcRsY2QORfhdVcw65vfo/+ZJ/F6uomsWUdw+cqsIezaceh68GF0Ij0cWUpBcblFPOai9ZCYnP3R9+brMgyGUWnqO0FnopWMmvWpzG0LWFF2jcmPNBgMhhHottHaewlEUVXebMmGEZIpXE/xV198gpb2fjzPH4Q/tb2Bg8fb+eZnNmNbk9N5ezben3W5LSTdicSkFZLaaQO3A+wyRMAIxUvHZmDGSmeduToNRJBi45ieVQhBVeQOep1j9LsHEUITtZZRHFw4pueZzlilpRS+4i4SBw/gdnbS9dgLnPjlM7g9/dTcupbZd2/CLinB6+sfzIfMOEaqOOtgVfCATWjhvPxcgMEwCq5y2HX2mRxrfTFZFZ5DbeGifJplMBgMUwJRUIEWw9KThg/xZkx8FwcjJFNs3d1MZ3d8UEQCeJ6mszvB1peauO6KS2uRMF4sLZ1Ba38faoR40OhJWd1VKwc6fgPJFn/UqzU6WAXlrzStIi6JAiAExHKsV8AxtJ49Jn0jhyOEpCi4iIKA3+5GiuiYHn+647a20Px3n8LraKexPsnpQ3GUBjSc/tUT7P+7r7Pm7ddQ9VcfQRZE8Tq70vbXWuMkRkweaE3Xi/sov25d/i7EYMjC6b5jqJFF0wbRBGWYtTOyh3IbDAbD5YzWCnXsST8RceAxL0hVbhXIa985YbYNMDndbBPAycZu4onMh10s4XKiqSfLHpODVy9YQci2kcNChoLS4rULVxGcjMV2erZA8gzggnb8f5NnoPvZc+1pGA0hgDX4YjIXHuCMyem0TuKpNpTux1NddCV/Q1fyf+lKPkBX8kE81TEm57kcaPnC53HPNJPsjtFwKO47HVMPDKWgt8uj8ZEXOPqh/0v45lsRoaGqzFr7P10d6fcu7XowSaMoDJcXXcn2UdYK1lbcgBSm36nBYDCMRB17Bhp2+C+GCiH4lVs3/TmyfOKrXE9CpTEx1M4sIhyyiSXS+7qFQza1My+tsuV4Uhkt5LPX3M4vj+zhQEcrpaEIr5q/jA0zJ66nzKj0HySjpQcexA5AyY0TYdH0QURBXws8R3bPpOBS/+S11iS9l3D0MQYaGintoXQCrTUajdIddCcfoTT0WuNlPgdOUxNOQwMoRXeH3wtyZGCyUnDiUJJA/SHkk6eIhBR162YivSR9zV10tTk4Wbq4FC6dl49LMBhy0p3soM/pQSCyhtxXhWupjNRMgGUGg8Ew+dE7/gdUZr9prBBWSXX+DcqCEZIprl47i8L7AyQdD0/5DzxLCgqjAa5ZO7kfdDOjhbxvzTUTbcZ5kiPESecKfTJcEEKAXgTsJb1rrQRqEeLSvFSOOoaj61PHTrWcACQWyWHiVeHS42yhOHjTJZ1vutO9/xie4yEBma2PSgqtfEGpemP09MLBLc2s//pf0/PAH3AeeyFj+0jdTIKlxeNoucEwOke69nCo6yWU9vw6rSO+3lGrkPWVN0+EaQaDwTDpUT1nIN6VfaX2/IHBJMDEPqUI2JIv/83NbFxdjSUFUgo2rJrJlz9+EwHbvE1jRjCHKM+13HDBCFEJLAUC+DLPAuqASy+A46jDjJwMEEIgReacVELV46i2Sz7ndOX0757n0df/IyrpzzYWjVJAVw6L/JMSArjs/ssv0vb4DjwtEEEbIUDaEqsgzIov//U4W28w5Cbm9nGwcxee8vzwa4bafAgEs6Jzua76FWOer20wGAzTBf3CD3O349Yayufn1Z5cXHYeyVjS5ZdbT/HYnmYKwzavu3ou1y+rRAhBeUmYT73vGlTKIymzNAs3XCIlN0Lbz1P5kcNx0NpFZBEkhgtHiFloXQ24gHXJnsgBNFliKIfOSnpgpibuHSIgTVXekSjPY8u7vojbn+DwXklVjeT4QY/hXVuk9J8VljV0LxICgiG/TySeh/I8kAIdCFF+1SoKFs2h7h13E5lj+vEZJgatNS+0PIk37Mus9VD3yAVFy1hRvmHC7DMYDIYpwZn9udfNWICQk8PJdVmN2hOOx3v/8zka2vtJur5LePfJTv7kmjm8746lg9vlEpDtHTEOHWqjuDjEsqWVGdu1tfbxwM93s3d3M2VlEV712pWs2zBJcxUnCqsU7Ch4vQw2vZM26D6I7YXo2om2cNrgz/aPbY6iJSrxdGPGcj//KTMHSuvRhOflS9f+k7h9fihwe4uipyPzvRO2zcprSzm0tR09EG5vZ7k3KY12Pea+/42UX7NmXO02GM7FrrPP05k8m3o18H317xASgSUvq2GHwWAwXDAq0QfCQ0jhj6y09rOJUrdUueLlE2hdOpfVHf13O05zorUvbaY07nj8dMsJ/uTaucwoyt5zUWvNj+/bxW8fPoRtS7SGwoIgn/7kLVRXFwFwtq2PT33sN8T6HZTStDT3Un/sKe556xXc8cplebm+KYHXCXhgjRQ4HiSOGSE5yQlZq+h3W/DDW3XKg6ZxVLbiPhYha14+zZsyBIoiqKTvlfc9jzojzE+EgpT8+YdYvvkEB798L14skSrYln2iK3FmtOqYBsP4o7XmZG+25tkD0QqC2QWTIxzLYDAYJiv68X9OJZanxgb+TNxg2w9RO3miOiaHXzRP3Pd0fZqIHETAnpOdOffb9uJpHnrkMI6jiMVc4nGXs+39/NOXnkSnjvfr+/cQjzmDYbEAyYTHT+/dSTJpCskMIiyyea58Lquv45REiiKi9u3YYgGSUqQoxdVu1oqMAVFFUE58aerJSOHcahgWbpxNHGqlSJztYslf3sM1936OWa+6nuj82YhA5vyfdl1Kr1w+rjYbDOdif/vOwWdiJoKlJWspDJTk1SaDwWCYSqhkL3Se8F8MjA0G/wVWvXpS5ZdfNiN311M0d8Qgy0POcRUl0WCWvXweeuQwiRE9JrWGs+39NJzuBmDf7jN4XpbwNAFNqW0MgCwCK1s7FRvCxnM7FZAiStheRzRwG1H7FixRiRQhJBZ+YR9J1F5HSfCOMcvNnI5UXb8KGOgFmSUs2FNUXrcagMpN67j6+5/mxke+TqRuJnJYL0krEqbmT24nUjczP4YbDFlojTVzsHtvzvUCwcKSlXm0yGAwGKYgR5/IvlwIkAKx8tX5teccXDahrUlXITydKZ1TeXpFRQG++Me9NHbFuLK2nNesrqM47Idf9vdnb+IupSAW89eVz4jS1JgpGD1XUVKaPWT2ckOruJ8HOZhOZw2l0ATrILx44owznBOtNZ5uQekupCjCEtUIISkK3Iqrm3G8ZqQIE7TmIUVkos2d9Gz4ygd5+Ka/wIslU0JyKLzVioaZ96bNFC5Ir2ZsRcJc879f48R3f0Hzb57CLohQ9467qPl/bpuAKzAYhtjT7jfNTkW7Z7T7mFe4ZFLNohsMBsNkRLvZUoVSSBuZkRo2sVw2QjIStKgsDtHUFUdb6evqqiK892fP43oaT2teaurk/pdO8f03XUN5NMS1V9dx6lQXSSczRHX+vDIAXvmalRw+2EpymOfSDkhWrplFaZkZVGsVg/ZfgE6S1j4isBAK1iDssjE4SQ+oFn8EI2aCKLj0YxoA0Nqh330MRR9+kL5EECZq34IUYQJiFgFpKoVeCGWr5vPyLd9g9z/eS9vW/dhhG9u2CFeVsfCdr6L2NZuy7hcoLmDRR9/Goo++Lc8WGwzZUVrR5/QAwxIXhjnZCwMlrJ6xMe92GQwGw1RCdZyA/Q/m3mDB5OvNfdkISSEEf/nqFXzuJzuJJz0CSQ/b9WuSd9iaRJkFqSqsSU/RFU/yXy8c48M3LeeOzYt54qnjtLT2kkh4SAm2bfHed11FIOCr0tXrZvHWP9vAT36wHa01rqdYvXYW7//w9RN52ZOH/pdAJxhoYu+jwDkO1g2XfnzvEOgT/jG1AI6CWALW3Es/toGEtwtFN0OjQ4Wmj7i3nah93USaNmXpb2xDux7XfeevkVnyHg2GqYDWmicbHyaphio0a9I9kmsqrsq/YQaDwTDF0E99aXix63QKq5FXvjXfJp2Ty2r0cv2Kav7xHRv47DefI+mmPiENut0h2uvSPyc0+PRzlebp+lY+fNNywmGbf/z723l6ywm272ikrDTC7ZsXMacuvYP4LbcvZtPNCzjT3ENRcZjiEhPSOkjyFOkichheJ9gV6cu08luCiBCI3Pmr/rbdQyLSX+D/6EOgZ4Iwn8Ol4uhTZN7VNJ5uzFpx1JCbeGsnz7z1c5x98SDSthCWZMNXP8TcN9w60aYZDBfMvvZdnE2czVyRCm8ttIupjJj8XYPBYBgNr7sZEn5kx0DF1uGIm/96UtaduKyEJEBPVwJrxJhXaJBJjRVTeNGhuNei0FAccjBoc+vNC7n15oWjHt8OWMweITANgIykWn+MQCtfLA4neRySL+ELQw1WNYQ3gsjxdVVnyClSdQsIUzn0YnFVC0m1H3An2pRpw5N/8ik6XjqCdrzBb+3WD3yFwgU1VGwwBacMUwfP8zjQNVBgZ/iD1a/jXBoo4+aaydPvzGAwGCYtL34v/fXIlmDByZmuddkJySOnOoklsrTj0CATQ0IybAuWVRfw5p/8kbOxOJUFEa6uq+TWhTWsqCozHpgLJbIanFbSBYkAewZieBVXtwWSO0nLo/SaIb4VIrlCKM/xWei+1DaRzAoQhpw43ikS6kXSPosRWKLK/C1cAF0HTtC17zh6RL61F09y8D/u57of/N8JssxguHB2t29noD9kNuoK5yPl5JtBNxgMhklHR33udXYEEZic9VYuOyFZO7OQcNAiPqK3o7TADlsEgxaOp1lWXcCTJxpJuB5Cwpm+fn598AQPHznFiqoyPn/7RoKWleMshpGI0Bx0wRXQt93vn6eVH85asjl9Q+cAmcJFgXcGVBxkljBVWQ1ePdm9kidBDzTIDgGrQRRd6uVMe7TWJNVLDH0WI8MsbAQWYWt9/o2bwsTPdCADNl4skb5Ca/pOtUyMUQbDRaC15mjPoRxr/ftFXeGCfJpkMBgMUxLlOaBGify68k/zZsuFctkJyRuvnM33H9hHwvEGW0pKCTOKI3zi7VfTEU+yoKKQd//iKRKuGuwZPuB0SXqKfS0d/GJvPW9cs2hiLmKKIqJr0eHl4LaDjCDsLI2pVa6yxzJVrCeLkBSFIBYOE4wDy21g+IA9Bno7cH3uMFlDCgfNUPEMgRgmIwVhax22qENchu+jc7Ke+JbH0Z5H+OpNBBctPe99y9YsxEtmthOSoSDVtxlRbpg6bG99PvVbNm+kJijChG2Tn24wGAyjoZwY/O6jIEBIgVY6fd4+EMWae/WE2XcuLrtRYCRk85WPbuIr9+7gQH0HAOuWzuDDb76CGaW+27itL46nUvl5ZEZDJj3FQ4dOGSF5EQgZhGB17g2sSnD7yFbYBVmYbY/UfgtAV4NuxR/YKCBbmIAGWoHp36pC6wRKn0DTgaAQKeYixCjvYRo2IweIIvVaUERAzh9bY6cIvf/7U3p/+WNwHdCa/kceJHrbKyh+23vOa/9gWRHLP3oPB/71Z3j9cQBk0CZYVsiS975mPE03GMaUk725wrD8e/eNNbfnzxiDwWCYqmz/IbjxQa0hUh0k/P7SNuKmv5k4286Dy05I7m/u5he7TiPmlfDuWxaweWkVBeH05p7F4cA58748PVLoGMaE4FJwG4DhXhsLgitBnCOUWERBpNp96GN++GwGHuleyumJ1v14+ln869VoOvF0E5IrkaL8nPsLIQmI+Ti6nvRQY4uAWILSCQQ24lyfySRDa413/BDu8UPIipkEVq5HnGeIutvSTO8v7gVnyFNLMkH/H35L5IZbCcw/v4ml1Z98O6Ur53PwP+4n0dZFzZ1Xs/wj9xCqKM66fbKxmbYf/4LYwaOEF8xlxpteS2he3Xmdy2AYL3TGZN8AgtJAGSWhLBEnBoPBYEineWeOFQKx8jXIssndxu6yEpL372zga48fJuEptIbnT5zlf/c08q171hO0hwoCBC2L162ax/17jpNQLlqneyUDluTWBTWjnktrTcx1CVgWAVNs4PyRBRC9DZL7wWv1W3cEl4I9+vudSSlgkZlvaQHTf4Cj9CEyK616KL0XwQ3nVSAnaK1GewpXH8f3Tgok1fR7O1DeFn8buYACe+OUEJTaSdLzb5/BPbLPn2SwLGRBEUV/+2Ws8qpz7p/YsTX7CidJfNuW8xaSAHV3b6Lu7k3n3C5+pJ76D3wClXTA84gfqafrsWeY9+XPEl1tKrwaJgatNQV2ET1Od9b6ZVfPvDH/RhkMBsMUQ589DNpJFxl6WDRk9NwT/xPNZSMkexMu//r4YRLukJcq7iiOtPXy8P5m7lqdLlTesX4JQcvivpeOEveGBuQR26K6KMo9o4S17m1t41sv7uBMXx9SCK6vnc27rlxHxL5s3u5LQxZAeMMlHqQMKAK6GSrCI/FF5PRvz6LJ0tcNgBi+wAzkWD+EEJKwfQVar0YTx1MxetxHGS7Ok6oe7SYpCkz+gWP84Z/jHt4z5FF0QCUT9H3nixT/zZfOub+w7exVf6WEcfrbbvq3/w8Viw8t8BTaS9D4lW+x6Pv/Oi7nNBhGw1EOvz/1ED1ON7ZgaKI1Vby1IlhJYfB8Q+gNBoPh8kR7DvrZr/kvRo4ttAYk1E7e3MgBLgtlo7XmN9sb/ATWEcQdxaMHz2QISSkEb7liEW9et5COWJKnjjdxprefFVVlXDNnJnYOL2NDdw//8PQWEp4/2Pa05pmG03QkEnx60/Vjf3GTGK09QExMA1UhgCtANwBNqYU1IGZfJi1AbHL3fsz9efgx+QqQg15LIWwEhfRlbQXi4agGlI4hxeQsTT1A4smH0sNSAZTCPbof1duNLMweWjpAaMN18KP/zFwhLSLX3DSGlg4R23sASFXRTWicpH8Pi+89htvdi11sBuyG/PLE6T/S43QD4Go/xgNACMGqsnUsLVsxccYZDAbDFEE3bAUvmX2lELDxvUg5+aO9pr2Q9DzF339/G88fa8MpDYIcWUAEisK5vTNCCMqjIe5eMe+8zvfrw0dwvPTBtqMU+9vaaO7tpbpw+g/8tNsNXY9D8rT/OjQHSm5GWMOaqXod4JzwQwwDdWDNGHuBJySIOcCcsT3uFEAwF81h0luiCAQzc4ahuqoJR72EJg5IbLGAgFwxKCiV7slxNgul+ya9kNReDmEtBKhs+bTpWCWllLzno3T951cQUvo5YkpR9JZ3Yc+afUG2qFiM5ImTWOVlBKpyh9XKgihuRxexPsXw24qT0Ox75ydZ/ZOvIuzJ/6AxTA9c5dKWaEtb5oHvjdSaJaXLJ8Isg8FgmFLoeBfs/gnoLH26hYDZVyFrr8q/YRfBtBeSv996iu0HW/GSHhQHUqleQ4IlZEtet+7CBoGj0dDdnbWboS0kZ/r6p72Q1MqB1vvA6R2KeVL14LajK9/ieycT+yGxl0HvlnMMAnP9cNbLwls4/kgxF6V70TTheyAVUIoUK7Nu7+k2kmobQx5HD1cfA+URtNb4x6QMjy4yK+oqpBjdmzcZCG7YROKxB2GEoJRVNcji8wt3jlx3E6HVVxB/8TnQitC6q7DKRs9hOPviQfZ95af0HD1N1fWrmb20iPhD/wuWDa5LaNlSZn7yk1hFmfeG8te9iubv/RTPyywQFW9oouPJrZTfeu152W4wXCrN/U2jrtfowerOBoPBYMiOPvJwbm+kFUJMgZDWAaa9kHzo2ZMkkp7veWyL01MZRgtfT9q25F3XzeeK2rIxO9/SinKOdHTijvBwOEoxp3jyD7Yvme7nINk99FprcON+xdXESQhWQWIP6Z4yz/dOBuaDPSPfFk9LhBBYYhVaL0bTgyCCEAU5t3e8A2QLW3X1cWy1hH5vG64+lWVPi7BcihTBsTR/XIi8+q04u19AdZ6FRBwCIYRlUfiuj1/QcWRRMdGb7zivbRse3MLTb/8CXjwJWtO59zhH8FizMUg4InGSmrY/7qbl4MdY+o0vEKmuSNu/8q2v4+wfn4edmY3fVX+cnpcOGiFpyAtaa3a0bc+5PiiDyIlIYzAYDIapRsve7N5IgJI6qF6TX3sugWkvJNWwvEjL0ZQ0xnBDkkDQ4p/+bCNXLBhb4fKqxYt4tP4EnlKDfpuQZXFDXS1lkcugOXPP7uzLnRi4nSBdsjew9vy2H0ZIjhla96P0acABUQk6ii/gk0AoLXdV05vjKIJ+73kc1QSowU6SPiEi1hpC1uJxu4axRBYUUfLZb5Hc9hTukb3IqtmErtuMLBqfKr5aKZ7/i6/hxYa8idr18ICTx1wqKi0a6j3/7Tx2nONXvoO1//QB5r/95cMOoql47Z30HDyZXnQHkOEQ4ZqZ42K7wTCSzmQncS+ec/0VM9bn0RqDwWCYwkTKoLshc7mw4Mp3TkxtkYtk2gvJzVfVcqK5h4TjK38BBBKK8lCAtfMqRt/5IiiPRPjn227mv17aw56WVqKBAK9YtJBXLTn/1gBTGtWfawUEKshdAEYwVLbBcKko1YxiN6nkJbRuBB1AEWNACEqxCEssQAiBEKVo3Zz1WI5qhCwB25YoIGwvGbdrGA9EIEjo2tsIXXvbuJ8r1tSO05ldoHe3K2Kp6O+BGSedcNj1iW9QdfMVRGurOPOdezn7swdRjoNOuH7Y97D+tcK2qLjz3C1EDIaxIOklkULgZWkfWWAXML94Qf6N+v/ZO+/4uO/6/j8/33V32sND8pC8ZxyPOLFjZ8fZEwgzUW2EGQAAIABJREFUJVAaRoDSX2mgUFooDWUE2kJTICSEnQJJ2+wBSZxtO3HseMd2vC0PWVs66cZ3fH5/fE/jdCdZtqU7nfR5Ph5nWd/5/uruvt/P6/NeCoVCkUNIKZEntoEZBM0Ar8eYWOhQNh2t4OTtyIYTI15IXrtiCq9vOcaug81E4y4B069G+be3LuKhzQfZ09DKzDFFXDtnYr9Fd06FyoIC/n7F8kE5Vs6hBcFLN2utgTUJiEN0Q/r15vBuuporSOnikRo+LHHwVYu/3JN7EFjoYjKWNoeoW0dyeKuOLqqB7f7ND4nEQyAQaLj0CGFWpGAW5aWtFA1gmH3kkXkeRx5/lSIzSv1DTyCjvjczGIRYDKTQQdMITq5kxnfuVFVbFRmjLFiGJ9NNKOnMKM6tCSWFQqHINJ4dgRf/EeKJwoWd91M94P+/bBrivM9mz8DTZMQLSdPQ+O5nV/D27jq27mmgtCjIrJml3Pn0RuKOS8z1eHlfLb/buI+f3bKcCUV52TY5t7HGQjRNLl2wMlH9MwCh5RBZh+8ZS7hkAgtBHwU5pBlA0px2uUh4tLqljYsr96AzGU2UENBXYrvb8GhBEMAQM9FFFVJuxe0SoZ3/umhSIqWDECP+NnJamIV5TLphBTVPrsGL2V3LNR2KynRam1IH5dKTeDGbhkef7BKRAJomCIXArJrItB/9C9a4wY+mUCj6w9RMFo1Zwqb6jbiJ3B5d6OQZ+cwozo3wdoVCocgab/yoW0QC6JofZRTMR6z8KiKv/8J9w5UROQI8UNvG2p0nsAydSxZUUF4U5Jw54zhnju8u/tvH1xOO2V0D6pjjYbseP3p1J9+7bkm/x7ZdlxcPHOG1g0cptEyumTWFs9SgrgdtoFvJ1ah0C+gR8mpOAuNGsBMhk0YlaKfROkLGABvI81t9KABOsWpi9/ukizJ046KULfysvlTPmoeDKyMYovA0rBwdLL/373jtLzo4/vJmdMvAizvMvP1axpbZbPiPZ5G94gSFoTP+4oUceeJ/0x7PbWxSIlKRNWYWz6LUKmV3yy6ibpSJeZOYVjwdUxucaB6FQqEYsTTvS10mBMRawOq7GOJwZ8QJyXuf3skjaw7geBJdE/zsmZ185f1nc9nCCUCi8tyRRiRgtjiEamNotkesxGS9W9fvsW3X4yvPvc6B5jZirl8Jdl3NcT5y9izeN0/NyHY1szcD/kt6iV6OgnQ5dsgIuMfArQVrBuhjB3giG7ytQBNdhV/ELNAmDc6F5Dwl+C0/kiuCdYan9kTQvwiU0ibte9e1PgYnOUY28Job8Foa0CsmIwLZ629pFoS49NFv0374BB01dRTPrcYq8cNR240x7P7RQ7hxGyToAZMZn30fJUvmciwvhNuS2rczOGNKhq9AoUhmTGgsY0IDvFcrFAqFAq/taP8b9FXBNQcYUUJy28EmHl17kJjjD3zdRH7Sdx/ewrmzxlIY8mdNDU1Dr+kg70gMrTNEuSMG9TYdEZu8UPrZ1VcOHukSkeD7aGKuy+8272LVtCqKg4GhvcBhipQSwhug7S2QCQ+XZvh98sAXk2YRtP4faAUQmAPxbQmPogc0QaQWrAVgTT/5Cb0t/j49RZHc5VclFbkZGjCYCKGhswRXbqArdJgeVV260NC1/huIdzhb0uzXvb8Qw6tAkoy0E77v2zg7N4FhgucSuvE2gle9P6t25U8eR/7k5AT6uV/6CyZcu4KaR15GSsmkmy+mZIH/+a+442Mc/eH9SeGtIhCg4o7bMmq3QgHgSY+WeAua0CkyCxNpCgqFQqE4GV7NGtj2+7430C2EmbtpdSNKSD6/6SgxJ1XV65rgjV0nWLVoIkIILq4ay9vrdiN6jI81CZoj+dPqPbznuvSD67WHj3WJyJ6Ymsb2ukZWTK4ctGvJKcIboPVNkiqyeokqk3rQ904K159xcWPQscavTqX1DEd1Ib7VL7jTX86djALNpIobD7wDoCshCSBECTqXIKkDbATlSNGB672LpB1BEbo2C02U9HucmLuP7lzWZDSC6CfZP9OEH/ieLyId238Bkcd/izZuAtbilVm2LpXi+dMonp9a7bLshivQCwuofeD32CfqCU6vpuKzHyP/rDlZsFIxmjnWcZxXj72G67lIJPlGHpdMvJhia2ja5igUCsVIQdoRX0R6dt8bnZ3bE8QjK7FM9uU5SebqiePR9NQZVc+VvLWpb/dzUcBKm30mgQJzdOaISCmhbQNp23p4Aqwyv71E8l4gnTTvlwCv5SRnjJO+DyVA3z3ORjpSurjeHhzvFRzvFVxvLwCaqEATkxEiD02MwdTPx9JXYernnVRE+og+cy4LzYuGlWfCa2vB2b6hS0B2EY8SffahwT9fpIP4vj24rSf7zJ460YM1tLy9k0i7S1zPQ582A2vShEE/j0LRH+12B6trXiTmxnCkgytdWu02/nz4+bQVXBUKhULhI6VEvvNQt4jUekkuMw9WfhVt4nmZN24QGVEeycsWTeDZDUeI2sleQ9eTLJvVHVY2rjSEpWnEeuWQCaC0uO98qmtmTuHlA0dSvJJBQ2f+aC2AIZ3ucNYUPAR9rUt7MBDWSbbJJ32opQBG53sgpcSV64E2OvMZJftwZR06y85I7AX0qUTdd3qeDQCdMVj68PLAy/ZW0PVUIQnIlqbBO4+UtP7xN4SffAShG0jHJnTu+ZR+9osI62Sf3/5xWtrY/+V/pXnjTtx4932m9g9P0vjCGhb+73+h52Uv51Mxulhf9xYeXtecX+etJO7GOdJ+lMkFKi9doVAo0iHf/jkc79XurqeYrFiEVjo1s0YNASPKI3n2lDJuWDaZgKmha2DqAsvQ+OCKalavO8j6bcdxPUnVpGLGjc1H05IH2Jalc92VfRfNmVlewu1L5mHpGnmmQcgwKAsFuevy89G14eOZySjC6LviqlEK2kDjvgVohf6r3810EDNI/ugKwABtygDPNbKQ1ANhkovieEAYSeMZHTvPOBtdlCAwE75JC40QRVZqdddso42pRGhpcjY1HWPuokE7T/sLz9L+1KMQjyMjHWDbRNavo/mX957xsQ9+/QeEt+1OEpEA0nZwGls48djzZ3wOhWKgHG47jCv9u4kHuNIPJPHwiDiRbJunUCgUwxKvaR/UbvCHp52vnugWYvLwS7c5HUaURxLgc9fP4+pzJrF25wmEhFfXHOSZP7+L60oMXaOkKMD377yYf/q7i/j2f7zKsdowui5wPcnHP7SIubP6r0Z3zaypXDx1EttPNJJnGswdW4Y2jML7Mo0QAlm0AppfJLlKqAYFS/2CJ5E36d3oHn0M0EpX/p1WCMEVAzupVu0X1vEOAjGg3BeRYnQWO4IWeldo9XET607fUyuESbF1HbZ3FEc2oIsCLK1qWPaOFIZB6EN30PHgPRBPFKnRDUQwROj6vxi084Qf/19kLJa80I7T8coLlHziDsRphrnbjc20v70dGU8TJg540Ritb2yh8sM3nNbxFSMLIcSngE8BVFVVDfrxm6LNae8qHiAkjAmOzggQhUKh6A/pxuGte/xfOvWBlMnlJqZdiSgbGd0eht9o8AyQUvLOwSbWbDuOZeocO9LC8do2HMd/52zHI97o8uPfv83XPr2cf7vrKmqOttIWjjG1upRgYGB/jjzT5NyJ44fyUnIG6UahfrVfBEc3/C+NlGAGIbIOWXw9Ing2RLfR5TGzpkNwMeCC1+wLQK3o1E4sxg68XciIJwTopIpJHQie8dGFEFj6RCwmnvGxhprAiivRyscTffYhvMYTmHMWEbzqA2hlg/dZ8frKiZQSLxpBP00h6YXbEYbedwqwoROYpO47Ch8p5X3AfQBLly4dWIGAU2Br4/Y+1wmgNFA62KdUKBSK3OfYW35eZE8nU+fYGCBYijbz+uzYNgSMGCEppeQ/HtrCi28fIRp3fS+jI9Fl8kW6ruTNLX6Iq64JJk04RQGj6EJKD478ErwOf4HTIx/SdcAwILwGSq4Da5bfN1IEelRl1ZQYHAQE44GdadZoiXWjC3P2QszZCwflWPah/bQ99jBOzSGsaTMpuOn9WHPmEdv4Fr1zdfXiErSC0++paU2sQJgmmhZJeuZ0ohkGFR+49rSPr1CcCjE31ue6QrNoWBXaUigUiuGCbN7ff1/I2TdlzpgMMGJyJDfvaegSkeALRgS4ppZSmkXCgCu8Kvqh8QVwU5umAyA9/2/s1kPHq9D+Z4jvBtlPCWTFaSGEgS6WAQX4X2kNKEQX5w27Po+5RGzHVur/6YtE17yCc3AfHS8/R91XPk/+pVcigsEeSfMCYQUovv1zZzS4FrrOxC/fgRYKEghqiO7DY5aXMOuHXyNYpSq3KjJDVeHkPtedXX5WBi1RKBSKHCJ/PGh9RCaVzkCbuDyz9gwxI8Yj+fKmo8Ti6WcAPF2gu75w1AQsmDUGXR8xGjorSLcDwn2HPgGgGWAEwEm0VIm3gX0A8q86hSI8ioEgRAGGWImUUUAgRm2+6ODR8sCPk3MhPQ8ZjdL+3JOMu/seWv/vD9jv7sKomEDhez+INfPMezyWXr6SQOU46n7/KPFjJwjNm0XJFReRP38monfpcIViCJleNJW367cQdZPbKhWaBUwrmpIdoxQKhWKYIyYuR+59OrV3ZLAUsfyL2TFqCBkxQlLXBbIzkVVKROInmsA0NDzXJWjpWJbOX39k8UmP19TYwcur93KiNsyc+eNZvqIay1LenS7sRn/GxeunvYcR6OWh8XyPZGw7hM4dchNHI0KceU6kAmQ8jnO0Ju26+K53MComUPbZoXkg5M2bSfVdXxqSYysUA6U2UkepVUpjrBHbs9GExoziaZwzdrEKa1UoFIoeyHgYGneBHoDyOYhlf4fc+mtoOwIIKJ+NOOs2hBh5E8I5LyQd1+PeF/fw8K4TRIsDaK4kvyWGYfuFXQSSs2aPYUpFIVUTirh46WRCwe7L9jyJlDLJQ7l7Zx13f2s1juvh2B5vrD3E4/+7jW9+92ry88+sT9yIwSj2Z1s0Dbw0jalDJaSvGiLBqR1q6xTDBK/2IN6Jw2jjqtDGD35lySHD0ME0IJ46UaLlF2TBIIUic2yq38bmhm04iTwfXegUmgUsHbsYQ8v5YYNCoVAMGt6+P8Hep/yCOkIHoSOWfBZtxT8gnQigIYyRGyWW80+Ebz/1Ds9vP07M8UAIPEPQVhqkuDGCkajWunN/E9dfNI0Vi7rzi9rb4/zqtxtZs+4QjuMxY3o5n/zEUqqrSvjpf75ONNpdgj8Wdaiva+fx/9vGhz+6JOPXOCyJHwMSfyNN872/UgICSpZB4VxEx0sk9zZMoMIuRzwyHiX262/iHdiRmGxw0aYuIPCxryPM4f/+C00n/7KraV/9bLKYDATIv/bm7BmmUAwxUSfKpoatOD0mCF1cWuNt7G09wOySGVm0TqFQKIYP3sHVsOdx/xcJneNiufEncMl3EEYffdZHEDntY21qj/PctoSI7ImASH53oms07vLEK/sAiMUdfvaL9fzlHY/w0usHiTsenoR39zTwjX95gT17GmhpTs4JAXAcjzfWHBrS68kVpJRQ/1TyQiF8wRCqQJRehDDGgjGe1I+YDoG5mTJVkSXiT/0cb/82sGMQi4Adx9u3FfvpX2bbtAFTdOtfETxnOZgmIi8PTJO8i1ZRcP17cZsaafn976i76+s0//aXOPX12TZXoRgUjnfU4Xr+FGDXS4LtuRxsSx/urVAoFKMNaXfA7kf6WOlAQ7pq+iOPnPZIHm2OYBqClBo7QuAayQKmI+LPEvzwv9ayaevx7qKtwk+slNLvM/namoN4XvqKrqapciQBiB3pu7Sx3dj9/9By6FgDbh2+oJQQmA/mpExYqcgi7lvPgdMr0dyJ47z1J6ybPpMdo04RYZqU/c1XcJsbcU/UoldMQC8qxj5SQ+1XvoiMx8G2iW7dTPjZpxj3rbuxpk7LttkKxRlRG6nD7RVJ0vlEDBkqB1uhUCgAqNvS9zrPBbefGiIjiJwWkpNKQ9huGtEnJbrd/SC0TI2LzplIXX07m7cdx+ntwQQQvtfx+IkwU6aWsm9vY5KgtAI6l185cyguI/fw+u4vloSwIP8Sv8+kFwG9CMTpNWtX5A5SyuSeoj2xc+/GqpeUoZeUdf3e9MDPkB0d3S2EHAfpODTd9xPGf+cHWbJSoRgcdjS9m3a5BOaosFaFQqHw8WwQmt/uLgUJZbMyblI2yOnQ1uI8i+sWTiDYy/sogIKEBzJo6UwYW8B1F07lRF07ppHGq5ioQCd0wfRpZXz+ixdSVp5HMGQQCPiVXs9eNIErrhkdH4qTEphIUiEdz4NYHKIx8AqQvRtZa3lglCsROUoQQqBNPYvUYksCbdqCbJg0qMS2bU3bhza+eyfS7acJsUIxzIk4UeKe0+f60kBpBq1RKBSK4YcMH0MeewNphLr0QwqTL0ZYo6MwX057JAG+dPUcgqbG/7x9hLgrqS4N8enzp7B3dz31LVHOnT+eS5ZOwjJ1Jk4owrbTDPQSg0JPwJWrZlJSHOTf/+tGtm+tpbGhg2kzy5lcVZLhKxu+CD2ILFkJza+DbYPdY+ARqYP99yPLL4K6N8AOQ9F0GH8xwirOntGKjGLd/DmiP/4iuLYf4mpYYJhYN38u26adMSJgIXuH7QIYpp8njO+VjW7fQXT7DvTSUgouWIGWp3qnKoY3O5v39LteH4Gl6xUKhWIgSM9Fbv8VNOwAhC8ijYD/f8/xPZNCh7FnIWa/L8vWZo6cFpLbj7bwzSd3sK8p4js/dMHxiM1/bz3KvR9agtXLU1lSHOTCldW88Op+RMITLZEIwC7WkfMLKCn2c0A0XWPBosrMXlAOIYqXI81xcOgPySukA3YL1DwCTkJg1jdD0zbk3M8jzKLMG6vIOFrFFEJfuh977VN4R/agTZqBef71iMKyk+88zMlfdRXhZ55MruZqmuRfehlCCKTjcOyf7yK6fQcyHkdYFg333c+E7/4rgRkqNFAxfGmINvv5kDJ5ol1KsDRD9Y9UKBSjFlnzsi8ivZ4TyRoUToCiaSAdxPglUDpzVN0rc1ZI7jkR5jO/20BEJj/xIrbL7hNhHt96lFsWpxZ1+dQnlrK5pZm6Hc0IR+IUG3RMD6AVGlw5UxWBOSVECIQBsnfemwTLAtdNeHs9cGNQ+xpMujYbliqygCgqx7rqtmybMeiUfOQ2nCM1xLZsAsMAx8GaM4+Sj38SgNZn/0R023ZkzA/xltEoEjh+13eo+tXPR9UDRpFbtNntAF1ishMJTCuqzoZJipGGbAO5B2gFAiCmghifbasUipNz5LVeIhLAg/ZjiMWfQ5j5WTEr25xUSAohPgV8CqCqavg0FH/gtX3EXA+01EFZ1PF4ZkdtWiGpaxp3feZC/vrxtbTHbKKOS9DUGZMX5JPnzcmE6SMHPdBHkjGgG1A+HuqPJxZ40LY3Y6YpFEOFME3G/sM3sI8ewT58CHPCRMzJ3ffG1j891yUie+K2tGAfOoxV3b2tE+6g9rEXaNu0k7wZ1VTcciVWuQqjV2QHXXTXEOidBTy7ZHpmjVGMPGQY5Ft095d2QO4AGQNt+IwvFYq0pIjIBEL0vW4UcFIhKaW8D7gPYOnSpen7YmSBXcfbkJ5MKyQBgmbfuRxj80P85gMXs+bgCY60tDO1rJBlk8eh93EsRXqEVYa0xkDseK8VAgqKIRCEhtruwiQqR1IxgjAnTMScMDF1RZpCPEBXq6FOYrUNvH3L/8MJt+NFYoiAxeH7H2bRg98nf/aUIbFZoegLKSUnOtL3Qw3pQcaHxmTYIsWIQ+4Dek8+e8A+kJP8CpgKxTBBSumHsx5+AewO0IPpq7QGSkf1+DZnv7XjgybF9RE0V6YM3IKGxvsWpRng9cDSdS6ZVsmti2ewonq8EpGny+T3+4VUhOgOMc4rgmCeP2bWelTJHXdhVkxUKDJJ4RWrEIFAynKtsACzR1THvu8/QLyxGS+SCIGNxXHDHez+xx9lzFaFopMtDbtwSF91eFJ+pQrJVgwCrX0sl8AA24opFBlC7n8K9j8F8Ta/d7od9kWkluhAIAzQA4h5fzGq7485mSPpuB61uxvQPShsiNI6JohMvIeaJrhxQSWXzhybXSNHGFJKiNVA7CCIAOTNQRiFCLMYWbkMOvb6VavMAOgJ8Sg9cBMFdwpnIQqnZu8CFIpBxDlRi9fWhllVjTCT29oUX3s17WvXEdu1GxmN+qJS16j42leTHjaNL60HNzU0PLxjL24kih5Szd8VmWNL444+1x3vqM2gJYqRS5C+BaNqD6YYPkg3DjUvJ4esdjlLxkL+BAiNRUw8HxEY3ekoOSkk395d7wsbwHA8So93YAd1PE1w5YJKvnzF7CxbOLKQ0oPGp3whKW1Ag7b1yLKrIDgVrGpwjgEuXaF7ngcNJ/zekcGxMO2DWbwCxWAgPQ+iYQjkIfScvHX0i9tYT2TNK3gd7QQXnoM5a27KLKPb3ETdd/4V+8A+Pw9YSkpv/xQFl1/RtY0wTSZ851tENm9JtP8ooeCiC9ELkntKaZaZ3v8jBEJP0+9WoRhC4v3k+AybnBZFbiOmgtxCcnirBlT63h1IhA0K+uzPp1BkglhT+lBrIcCNoc0feYUET5ecHA22R+ykaFYBWBEH3fHYvO4wn9lRx2Urqrj5iplYphqQnTGRPRA77Lf2APyHgAfNz0OwJHHjl/4boeWBVghePhRVQ8UkKJyKULkPOY2z8TnsZ38B0Q7QdPTzb8S84qMIbWR8vyLr19B0z91+mLxt0/7U/xFYej6ln7sToXV/dk9865vYB/b7FYnxqxU33X8v5sRJBObM7dpOCEHeooXkLVqYfJ6d79Lw0GM4tfWUL6jixBs78aLdA3hh6JRdci6apWbnFZmlPFDK8Uhd2nUziqdk1hjFyESUg5wDvAtd02gTQMwErx7kNqDzflgIYgloVlZMVYxyrJLUXMhO8isya8swJyeF5NkzynF6hoRJiRlz0SREHYej0TAPPbWLt7Ye57tfuhhN5T+eGR07e4jITgRYQb/aWicScKNQeD1C3fxHDO6OtdiP/wTsxHvt2rhrHwMk1lV/mVXbBgMvFqX5v36Q1BdSxmLE3lpHdOMbhJaeD4Bdcxin5nBCRHYj43FaH3+UsT2EZDpann+FY9//MTIeBykRpklZuUFTk0Am0tVDkyuYddcXBvkKFYqTc0HFufzP/qdTlgvg3LFnZ94gxchEqwRZgS8YDd/r44VBvp28nWwD+TqIS5R3UpERpOf6EUFCQxgB5IQVcHQteD1a3Gkmovqq7Bk5DMk5Iem6Hoah8eErZvLHF/YQj7vgSbResTdx2+VATQub3znB4vmqR9EZIdJ4nfR+PCbxAxCcNWTmKDKLvfrBbhHZtTCGu/Zx5OV/gTBy23sW37EVtFSPuYxFiby6uktIus3N3fm/SRtK3Ib01S67NnEcjv/wZ0ltQaRtIwyDqvdejDn/LEJVlRQtmTeqk/YV2aPDjSIRCGRXH0lT07l5ylXoIyTyQDFMEALoMdksd6XZBj+Vxn0N9HNA5GXKOsUoQ4aPIvc8DOHDIDTk2MWIae9BTL8JqYeg5iXfSZI3DjHjvQgVoZFEzghJKSW/W72HP760D9txCVoGV19QTUtzjO3bj9MaT03gjsZcdu1vVELyTMmf5xfZ6emV7HOw6yZ7KRU5j2w+0ccKD6LtUJDjieb9CbceA2hr2nRwenvmAdMktOScfk8RO1STtrAOjkP7GxuY9ZW/RjPUYF2RHWJunCcPvoLTqwK654E5AvOhFcONcN+rZAc4a0G/qLtapkIxSHjNe2DHfd0pWtKFuk3IaAPa2Z9HTL0apl6NlJ5K0eqDnPmr/P7Fvfx+9V46Yg62K2mL2DzxZg3zZ5bT3hZPu49laJSXhDJs6QgkMAXy5uLPO+h+AR2P9J5KdDBV/PhIQqucln6FGYS8wswa0wO34QTR1U8QfeUZvLaW0z5OYF76sD0RCJJ38aqu37W8PIo/9JHk1h6GiV5URMG1N/R7Dr2gAOmmEaFArLGNd+78wakbrlAMEvtaa0g3nSKlZFfzgUyboxh19OdtlEAc3NXgHs6UQYoRjpQSb+8jsONn3S0EO9vYSQfCNcjw0a7tlYjsm5yYapRS8uDqPUTt5NykmO3y6+fexTQ0XDe1/qGHZOXS/vtJKk6OEAJKLkXmL/SL7mgWBKZBx+tgHwc6B8gGmBNAV42rs4GULq48iidrEQTRtWo0cXKh5x3fj/3Sg8ijexBllRgXfxh9are4Mq/8OLEHvpoc3moGMK78eNaK7USefZjIo7/xf9E0Ov77J+Tf/mUCS0+9V6mwLMq++DUaf3AXgC/4NI3QRZcTWJjsaSx6zy2YVdW0Pv4oXnMzoXOXUXjjzeiF/f+dzXFjCM6ZSWTrO0l9bz1P0t7mYr+wjsihY4SqKk/ZfoXiTIl7Nl6a2qweHjG372quCsWgIOaAXOffGzsjRLruk50/PfB2+CGuWnk2rFSMEKT0kDt/BU3v+AtE1z89RKUG0ToomJAFC3OLnBCSh06EicTTN0pujdgUeemLk69YMom8oAqFGCyEWQZmWdfvsuASiO+H2B5/QWAmWFNVjlcWkNIh7r2GpIPOaniudxBDLMbQ+r4Rekf3EPvl34MdBySytZ74kd2YN/8txvwLANAmzyHwie9g/+mXeMf3IYrGYF5+K/pZF2TgylJxavb7ItJOjkRo//ndmHMWohUUnfIxAwsWM/7HvybyxuvISAeBhUswJ09Ju23onHMJLllKdMtm2p5/noZ7f0rBJZcQOve8fj/7E79xJ7s++BlEIgxfCGgPe8SiEr3AILxzvxKSiqxQXTCB13g7ZbkhDKYVTcqCRYpRhVYI3kKQW/3QQsAPM+ydDuCBt18JScWZ0bQTmnf3vV4I/7OXp6LrBkJOCMkn3zjU5zrPcbHt1NwjXRNhMKpVAAAgAElEQVTcePl0AI4fb+O1NQeJxR2WLpnErJnlSuwMAkJoEJjuvxRZxZEHkbST3J/Lw5Gb0WVFn2EZ9p9/kbaQjv3s/ejzVnZ9T7SqOQQ++b2hMf4Uib/xYvpcRU3D3rSWwAV+RTX74F46nnwI5+hhzBlzyb/u/ejj+n4waAWF5F9+9YBsaHzg57Q9+2xX8ZyO9evJW7aMsX93Z9p7ixe3OfSPdxNuihOPOOiawLZl1+SndF1Ck9VDS5EdCq18QnqQVru9a5kGTC2eyIS8sdkzTDF60MaBuAzcNSB7P8t6IKMZNUsx8pD1m3tMWKRBCCiegchT9VUGQk4IyQO1fSRiS4nV4YAn6Z3gIT2onlDE6pf28sCvNuJ5Hq4refbP77JyeTWf/uS5SkwOBtKG+B5wakAEwJoFxugYEEvPg7bjYOUjQsVZtcWTR+nrwStpQVCafr9je9IfsKPFL6QTKujetqUeb/cGMAPoc89DBLJURc91SdsiXUpkIsQ9vnUjzT/8pu+1lBK35iCxNasp/ecfYUysOqPTxw8fpu2ZZ/w2Hp2njkbpWLeO2DvvEJw3L2WfhoefILJrL0HTI9IGbg/7hWlQMHsqBXP7yEVVKIaYpw6+kiQiwb+bWMJQz0lF5hAC9GXg7gZ5MN0GIFTqjOIM0QwSZYFT1wkBY5YiZrwv01blLDkhJOdXl7JlfyO2kzpQNm3P/zj0+jxYpkbNsTYe+NWGJI9lLOby+rqDXLCymrNUNdczQ9oQfi559tA5AYF5SGsuhA+CHYaCyQgru0JrsPEOrsdb+wtw435pw3Ez0S/+PCJ46mGVg0NfX2XZzzoQ+SXIWEfqCk33+4QmiL/0MM7zv01UMfVvwIGPfh195uIzMfq0sJZeSPTFJ6B3pWYpsc5ehpSS1l/dk7zec5HRKOE/PkDJF7950nNENr5F+KnH8FpbCC5dRuH1N6Hl+6I68vZGZO8bDn7vyY7169MKyaanVyNjcXRdUFyiE25zu9pRlp6/kHn//uWB/wEUikHE8zz2tR1Ju25b0z4un7Q8wxYpRjXCAGMeuCHw3qUzVcN/7pigT/UHfN5RcPb4VeK1MjDmgFbQz4EVoxEZPgRHVvtjtXHnQvlCxLhzkfVvg5cm/3vy1WiTL8+8oTlMTpQhumlFNSGrV1EPKRGexNMEEv8Wk/QSgsOHmtD11EuMxVzWrOs7XFYxQOL7/dLcSZ4wFxl+GzbfDTt/Afsehk3fRx58Mu3gOxeRjQfxXv0pxNrAifk3o9pduM9nr/KmoU0BUgvfCIII+n64Ghd9EMxAr4UB9KXXIBJl/92a3TgvPAiODfEoxCMQjxL77b8g45kPMzKmzSFw0TVgBfzZQ00H0yLv/bejlZYjO9rxGurS7Cmxd2496fFbH3mYxn/7NrHNG7H376Xt0YepvfOv8dp9j40WCiHS9ZM0DLT8k3tpTVNQWmZQVq4zZmKIud/8LGaRGgApsoMt01cTBjo7SioUmUefCvoiEGVAPohqMC7wI5+cPWBvBtkKxMA7BvFXwUszKaoYlUjpInfcB9t/As07oW0f7P0jbP0RFEyGCZf6kxaa6f8UOsy8VYnI0yAnPJKlBQF++oUL+OZvNrD7SCsg0Vz/JYM6WsRF9ii4E7B0PnD9bCzLSFvSXAgw0ghMRTfSaYKWVyB2xP+S5c2FovMRosdHxjlK92xhDw7vhViEpLCBE2/4X97yhUNt+pDj7XgmdSZLutBcg2yqQZRmvjiFRgU61bgcoDvO28TU+i8Aoy+8DBluwnnlD/4Cz0NfdDnmqo93beNueN4Xkb0RGu6utzAWZL7oTv6H7yBw/uXE33oNTJPAskvQKyb7ZgUCoIm0H02R3391Va89TOtD/51cyMe28VqaCT/3DEU330Le+Sto+NnPgORICE3TKLjo4rTHLb1+FbX3P4iMxXtsL7DGj8WcoCIjFNnD6qc3n65K3iuyiTbOf/VEOn7oa0oqhwPObrAWZco6xTBFShe2/xTaa1JXRmrhxBtoVVcgxy/1i+5oFpTNQ+iB1O0VJyUnhCRAZVkeP/2bC/jx/2zl2XWHsEwdR5dMqSzk41fN5qEn3mHf4WZKi4Lccu1sVl0whWjUwUvjBTNNnYsunJL5i8gRpNsBdQ+DTAx6ZRzat4HTDOU9+uWJYOq+8Zjvseo9k+3ZcHzNiBCSMlyfGksNoOnIjqasCEkhBKY+H0NOw40dRe7YhKyrwRsvEPMuQFip71XXfhfcgrHsRmRrPaKgJCX3UTrxNNXz8P8GTvoerpnAmDILY8qslOXCMAmuuJzomtXJgtAKkHfte/s9ZnzvHoRpIHtVhJXxONG33qTo5lvQCwoY99V/4Phdd0GPlkQFV1+DMW5c70MCUH7LdbSteYvIO+/ixeJoAQsMnapv/b3KQVNkFSEEs4ur2dWSmpN2TvncLFikUPSDbMcPpkv3TGrMtDWKYYT0bNj/KDRtB7efaKnatVCxAhEohfHLMmfgCCVnhCT4D7zPv/9sPnzlLPYdaWFsSYgpE/yctCVp8h1DIZP/9/kV/Mc9axDCT2UDyU3Xz2HGdFU+uk/ae5bg7sSFWA3SbkKYicIt1ky/yE5P14/n+f130lXE6u+LnUOIyrOQdXtTvZKegyivzo5RnbS24fzim2BHwY7hmUGclx8k8Jc/QBT1/ZkXpoUoT98mxFhwIe7ml/2w1p54DvrMJYNp/aBReNsdeO1txDe/iTBMpOMQuuxaQqtu7Hc/vbgE0vSkRQj08u6/X3THOwjNQPb47Lc98yfyFi8hb+k5KbtrpsnU/7yL9re30bFtF+aYMoouOR89L3T6F6lQDBJXTV6BEIJdzQeRSASCxeWzOb8i9yf+FCMMEaTPiq4iP6OmKIYPsvUg7PpZ4pdEP9K+0qlEdvpfj1RySkh2Ul4cpLw4vYelN+csmci999zI+g1HiMddFi+sZNw4lY/UL/YJ0scF6uA0QqeQNMohuASinf3HJITGgTiQur8woGzB0NmcQbQ5q3B3Pe/nSHqJ6zQCiDlXZLHYjk/8mZ9CpK3bg5gQlPH//jrGRR9Gm70MoZ9ab1Vt5hL0uctx31nni0lNB13HvPZ2REHJEFzFmSOsACV/80+4TQ149bXolZPRCvoPawUwqqrRx1fiHDmcJCiFZVFwrS9CpW3T8uhjXa0/OpGxGE0PPphWSII/EVawZAEFS0bG90AxctCExtWTV3L5xGV0OFHyjRCGpgZbimGICPjhrt4JkgWlDsaMbFmlyBJSuhCpg133dy/sFJF9icmKlZkzcBSQM0Iy7nj8fM0+Htt2lJjjsXJaOV+4eCbjC08uKAsKAlx6sSqtP2DMMRA7TMqsn/TASIhI6YJzBLwWCCzwGwprIYRWjJxWDXv/AJ4DSD+Z2SqGiuw0sB9sRKAA/YZ/xdv6OPLwRggUoM27BjH1/EE/l5QunjyCpBaw0EQVmkjfykNKidy3KU0YqkQ21GA/dQ+s/hWBj92NKCwbsA1CCKwPfRlv72ac7a8jzCDGOavQxmfZ+zoA9NJy9NKBRx8IIRj7tW9S/71/wak5DLoB0qP4Lz9NYLYf5ue2tXWGN6RgHzs+KHYrFNnA1AyKLTXRqhjmmIvB3uIX2QHAAOMs0NLc670OcA4BcdDHJ/pVqnSCkYBs2ASHnwI3Rsp4tS8RmT8Zxi7NiH2jhZwRkl96dDMbDjcTd/0Pywu7TrDhUDMPf2I5hcFT87AoTkJwOoTf7rVQB6sCYZb5OZPh50FGAMdfhwb5q0AIRNl8ZPDzULsO4s1QMhvGLEHoVuavZYgQoWL08z4K5310UI4nPRd5/F2QHqJiFkI3kNLFkWuB7sq4rqxFytnomi/ipJS4G57GfeNRZKS171AO8L2Jdhz7T/dh3fKVU7JPCIE+YxH6jJFfyEAvH8P4u/8T+9gRvLY2rOqpfgGfzvXFxQjDSOoj2Yk1ZfiLa4VCochphAHWEr/wDjYQTC8OnWMQX49fs8ED5wCIYrDOBT1LfZAVg4Js2w8HH/Pb0PUxsduN8FOuJl+NqLwwI/aNJnJCSO6pC7OxxheRmuOBBM8QdMQdnth2jI8sHXiD8aNHWnn04S28u7ueceMLuPG9ZzF/QcUQWp9bSKcNGp+A3vVurQlQdq3//+hWkGG6C+q4/iuyDgquBEDkjYepN2XI6tzGO7ID56nvg+sketdoGNd8ETmphJ4iMrE1HrvQ5ESEMHBe/DXexmfAjiW6O56kXL/08N59EymlKvJyEszKiVCZulzoOqW3foTG3/w2KbxVBCzKbrstgxYqFArFKEYY9DmMlS7E3yI5zcYFrxEif/K9k8HzEsdQ5AKycQscfwnsNsDzRSScJB9SgxkfgdK5CJUbOSTkxDdoT10Yw/bIq/F/Ari6oHV8iG3HWgZ8nCOHW/jGV58lFvfbhdSdaOfd3fXc/pllrLhw6lCZn1uE3/Q9jkICWveX02noTlB2DpNSlRXAa07sO3I8j0ONjLXjPP5tP5exB86TdyNuux3y0s20aUiaIRrE2/B0cuVUX036eYxemjxXxaBQfPNNiIJ8mn//R9zGRqwp1ZT91ScIzlNVLhW5Scyx2d92lJBhUVVQoSaaFLmN10cFV4Gf/uEeg/ZnwawCczpoqlDPcEXa7bDjHvDak1d0jnf6QgiY/hFE2VlDad6oJyeEZEVhgNChNoQju/xkhiMpPdrBxBUDFy1/fHATsZiTNHERj7n87pcbWL5yCpqmHpzEakj6ZnYNJhxw28AoJsVbmYT6G54K3p516WfSpAfvvgsL03nbJWAim477OXwJISml7H7rPBcMy/dy9syZ1HS0mf33llQMjKJVqyhatSrbZigUZ8xLRzfyZt07Xb/rQuOD0y5nUkH6djYKxfCnj2dc0vM2BvYe/6VXQ2COEpTDCOl0QM3j0PJO+uI5olNJJt7rznWa5edCTv8QwlTv51CTE0Iy1hhB6yMEurDjZLHR3by7uy7tmD0ScWhpiVJaqkrxo4VSZ33A/4JqiTwxcwrEezcEFqCPAaHyVU+JWDhRlKgXrg1Rk/T9siwERVAkwfFDO5JEZCdO3L/RmkGwY2AFEaFCzKs/PQQXMvTYe7bT8ft7cQ/vReQXEbzqfQSvfB9CU03TFYrTZU9LTZKIBHClxx/2Ps/fLvgguqreqshFtHL852cvUgaBMtETeZ//EuUQXATGwAvSKQYXeeI1aNkB0QbwEhFXPSe/k97DhJgUAnQLKi5BVF6cSXNHPTkhJBtaYpi6wHaTB9QCQbgt1sdeqZSUhGhrTbe9JC9PCSAAChZDy4uJJPZOdAhUIbREhdzAfHDq/IqteIDmC8jQ8iwYnNuISQtAM1LDUM0A2uRlSCSSGrpnVwMYYqnvUcwvQZu9HG/3G75QTIdhoS+6ApFXhBgzyfdG6jnxtU/CObSXtn/7KsT965StTUQe+y2ytZm8D3wyy9YpFLnLK8c3d43LOp+wGuAJyZbGvSweMytbpikUp48QEDgfYq8Dbppq5gmkpEtMIkHWQcdzgABjKgTPATVZmRGk3QY7f4j/fiVuSicNXwX0QrCKoOJCRKkKY800OTGinDWlFDyJ6HUfMAMaZ80cM+Dj3Pje+fz8p+uIxboH7aals/LCKQQCOfGnGHqCM8BphvBGPydSun6hnZLLu7cRBuRfDm4duE2gFYBR6Sc1K04Jbdw0xPRlyH09xKARQExagFfZhF9spxMDnfMQottzblz3BZzgL3A3/sl/r3rj2Ij8YoyV7x/S6xhqIk88CHavKqnxGNHVjxO64VZESFXgUyhOh3Y70iPmwR+1efhp8s2xtqzZpVCcMXoZhK7xq7XGtpEa3QNJIrL3cmcfhPcBBZB3ORgD61+uGDjSboPGjRA9CuH9dBVHEr3CVTvpvbxsCaL6PRmxVZGenFBP5cVBpO2lRLy7cZezZ48d8HHOv2AKDQ0dPPLwVgTguh7Lzq/iY7efO6j25jJCCCg8F5m/EJwm0PMQeppG7kKAMc5/Kc4I48rPI/csxd2+GqSHNu9SvOnlIGrofvBJII7HNjS6P6/CMDGv+jRi6iKcR/89pWgPpoWonJmpSxky3MP70ueS6jpu4wmMiVMybpNCMRIosQoJOzG6ox78nxLJtMKJWbNLoRgUhAHmDNAnQHwnODX4LUMGQFdeXhu0PwoICJ4LAdWX/EyRrbvh6JPghhMLZPpnfGceZOeqntsVTIXJN2TCXEU/5ISQfGV9DZom8NzkD5mmCd7acoxVK6cM+FjX3zSPK6+ZTd2JMCUlQfILAiffaRQiNAus8dk2Y1QghIaYuQJt5oquZZ63mnSzp5JGpHRTyljrM5bilk1A1h/28ysBdBMxZjLa1LOH0vyMoE+owqs7Tsqsseuilw18MilTuOEOav/7UZpeeA09GGDsLddRdt1lKp9TMeywdIt0hUkEgrhMk7+tUOQiWh4El4BcBNE3wT3aQ7ikK3gnu71fXUVeJETfgOhGCC5GWtNU4bpTQDZuhPa94Mb9n6eFAKsEJt2AKM79SfKRQE4IybZwDMdN/aK7rmTfoRZYeWrHsyydiZOKB8k6hWIo6C8pIHWd0HSs276N89rDuNte9msfLbgMY+UtiBEQchy64VbsdzZ15UgCYAUIXHAVIjS8qrJ50Rg7P3En8WO1yLgv6g//4GeEN++g+h+/kGXrFIpk8oz0k6mmZmBoOTFEUCgGjtD8eg5uG8S2+IIyXSJeb4GYVDHURkbehMg6pFYI1mwwJyL0ggxcQO4hO47CwV/SHUZM/70fk3burMQagKJZUHkFwlLj9+HEsH5KRKIOr286ypH6NFVEE9TU+jkczS1RwuE4lRUF6HruD5wVoxvBeCRH6P1wExQj+migLKwQ5mW3YV52WwYs7EbGo3iHdkEgD23SjCGZoTWmzqbwC/9C+4M/xjt2CBHKI7DqPYRuvPXk9kmJU3MQr60Vc+oMtCHOp2x67lXs2rouEQm+uGz88yuM/9gtBCdPGNLzKxSnwsLyGexqPozdK8daFxpVqv2HYqSiF0LeSnBbIbIevPpT2t3XQQK8xP4d65F6KRReitBUzn4nUko4+Cu6xjK9xwey1/J0OZFjL0BUqFZbw5VhKyT3Hm7mKz96DdeT2FGnz+6EbeE4d33vJd7ZVYeua+ia4K8+dg4XrqgGoKPDZsumo0hPcvaiShXKqsgJdDELRzYCMfzkcx3Q0MWC7BrWA/fADmKP3os8tMvvZ6lpiMJSgp/6Ntq4SYN+PnPuIkq+dT/ScxEDbEngNtTRdPfXcWqPIXQd6ToUfugvyb/65kG3r5PW9ZvwoqlVdIWm0b51lxKSimFFVcE4lo+fx5ra7WhCQ+Dnyn9g2iXoIyCaQaHoF70ICi4HpxU6XgIi/vKeoa2dv/eJ9J2abiO0PocsvnHUhLxK6YHbDlrAT4nqTdtO0hc5SoMQvt7ULP/vbRbCxBsRBdWDabJikBmWQlJKybfuf5P2SHd+hk5qFodpaLQ1RzhW34Hreti2/2G994H1jBubT7gpwo9/9Dqa5n84XU/yV586jwsuUYnSnUgpoW0TtL4JXgeYY6D0EkRw8ukeELwj4BzyfzcmgzYpdRZK0S9CWBhcgKQWT7aiiTwElX16IzON/fqTxB/9SVcfSxy/oqpsPE70p18m9E+/G7J8wIGKSICm738D58gh8Lwu327bH36FMXkqgfkLB8UeLxqj/td/oOXPLyAdF1lcDoYOTq8qukJgjikdlHMqFIPJBRULWFg+nQNttQR0k2mFlRiqf6RiNGEUQdGNfvGX9heB9vQ9J9PRM4fSa/cFpVHevZd0IX4A4sf9NiTmOAhMQ2i513ZOOh0QOwZmmV9pte45kDYgkQXzYdxViJ4h8fHmUztBqAKm3IYwVF/3XGF4jEp7UN8WY/vBJhp79ocUAk+TaF63mNR1QSho0N4Ywe3VXzIed3nk8R3s3nCUeDx5MPfAfW8ye944xo5TsewAtKyF1vV0lVy266DuEeS4WxCBU/ScSAn2W+DV9TheM2jHwDxXiclTRAgNQSWaqMy2KUnIWIT4Y/d2i8iklRIZCePt344+PbveU6fmIE7tUfB6zYbGY3Q88+igCEkpJYe//A2iu/d0hbJ64Q5we4lITcMoKqDwnOHjUVYoOom7Nq8f3862xgO40mN60QSunLSEImt45R8rFEOOXgBFN/j3cHu3n0eZrvCdlN3LkwSnAC/SvZ0Xg+YnwAt3bx9/F8KvIdHAGAOBGRCagRDDR1hKz/NFsXSh/jmI1viCsfNa01VZDe8AXKi4sXtZ0Tyoe+HkJzRLofJqRKEqoJNrDBsh2RF3+Kf/28qb+xrRNUG0NECwLU5eh++VlLqGJyQhQ6O8OMiSs8azeNZYfnzvGzh2av+8Q4db0uoW6UnWvnaAG9+rmpZKLwatb5AyyyYdaF4D4285xQM2JYtI8P/v1YNsBFHe156KHMI7tBN0vZ8K6gLZ0ZpJk9LihdsQmp52DtltaRqUc0R37CK6Z19SPqQmPYIFFrZnID0P6XkEqycx7XtfQejKy6MYXkgpeXDPamojTbiJpu27Ww5T017HHfNuIKAPn8GtQpExdB30uRCc6xfmie8G+whStieGTL3EZZeocn1x2EnH2+C1kTTO6upb6YJTC84JCK9F4iaW64AFeghCcyA4D6FpSGn7PdX1NCGkp0CXCHYi0L7VP0/+PIRm+ePCE49ArKbXdcnksEAvXaVbB8I7ke4VCN33KAqrGJk/PbVKqwRKl0LhTAhNRugq7SxXGTZC8q7Ht/PmvgbirvR1iBBECix0VxKI+cLECuh89Kb53HTpdADaO+I4TupMkWFoVI4tYG9tOGWd63rEY2kat49GwtvpM1QjfgLZfgCCFQh9gE14vQaSRWQnrr9OU0JyRBAsSPXy9cR10KfMy5w9fWBMmYHs7RkEMC2C5ywflHNE9+xPmzujeTbjbrickpuuQwsGCExQrXQUg4sQ4lPApwCqqqpO+zhH2uupi7Z0iUjwnwox12Zb4wHOGas8BIpRjl4IoXP8l5QQ2wmx7SCj/pel6xlgQHAOQusxZortJ3Wcle73XhPwRMCNQHgNtG9GerafftS1t4DAHHBPgLAgNAPsFnDqwSiG2HFwGhLbVUPZKhABCG+F1rXgdiTb0bQaWXQ+tO9M7JegM2y398++/1jgtPvitPMQVR9G1r8ODWvBi4NZDJU3IfIHv5aCIvMMCyHZGrF5bXe9LyJ7ogliBRaBWIRgQGdmVQnXXji1a3V+nsV7bpzLo0++QywhDnVdkJ9n8qEPnMW3t9emnMu0dBafqz68AEQP9r3ObodDfwTpIsdejBg7kB4rFv5MWu/Bu5ZYp+iNlFE8uR9JE4I8NDEVIYZ3aWtt0gxEURmy/mjqSsPCXPVhRGEpUkq8o/shHkWbPBNhZNazoQWDFN56O20P/ry7bYhpoZeWkXfl4DQxNieMT+v1FIEAgapJhKad/gBfoegPKeV9wH0AS5cuHUAd/fSciLbgeKkTLo50ORQ+oYSkQtEDIYTvpQzO9b130R1gH/bFXHAumL3u+UJL1o3pRNjJ2mC4bX5uZfJOEHune//4ke5VscPd2wDE9sGxB6BwGbSuA88mrROhZU365enEY5+CUvpCsfchxqyEMafYq0+REwwbIalpIq0zK1Rg8eHzqjhrRjkLZ431t+vBLTfPZ/LEYh5/eictrTEWL6zgvTfOo7QkxDXXzeHZp3dix10kELAMVlw4hekzlGcMgL5CCaT0B96dXqe6V5DBcSePXdcrwdmeZoUAXVWq7I2UHbhyLSTCWSRtuLIOjYVoYviW3RdCEPz0d4je+xVkWxN4LjgOYvxkrJvvwJizFK+2hsi9X0O2NECi6E7g1jsxF1+UUVvzr7gec1I17c8+htfSSGDJcvJWXYeWNzi5X/lLFqKXFuPF4915kUIgTIPiKy8dlHMoFENJSLeQaRuyQzgeSV2uUCgAEFoA8hYDi/veKDATIpvpvzf0SUgRkSkb9DKsU+T17I/p+p5IOUgReWlabyJMKLsgJ4sIKU6fYSEkK0qCWIYg2ivnShNwweyxfPT6uf3uv+zcSSxL42X8wK2LWLx0Iq+9vB/Xk5y/spp5Z6kQsy7yF0DH3kTFLfybgudBLAY9CxhJGxrW+bHs/SEssJZB/C268wc0sJb66xRJePJdwOm9FE/uQDB2WJcP18ZMIPS1X+Md2oXsaEWvnovIKwRAei6R/7zTF5E9njSx33wPvbIarSJ9KW+37hjOnu1ohSUYcxcPWj6hNXcB1tyhKXIjdJ3q//wux75/D+1vbQIgOHMalV/+AnqhKuilGP5YiUFfz24HnY6GmOx9f1IoFKdE3tlgH/NzIWEAoaGnSF/H6n0eKQcgSE8F4YtJo8wvLqQXQNkKRGH/43XFyGNYCElD0/jiVXP47lM7iCZaeOgahEyDT140/YyOPXP2WGbOHjsYZo4opHQgdgREZyiq5ovIjnbSzpw5HQM7rpcHcjGYmt+mQZSoaq19IGnsY42N3z9ygLmp+OKNeBQCeRkToEII9Oo5KcvddzcjY73yLwBcB/v1pwm8746kxVJKOh68h/iaP4Om+x69QIjCL/0AffzEIbyC9DgN9US3bkXLzye0aDHC7H921SgrZfJ3vo4X8734WkiVLVfkDmXBQkBD4v1/9u47PK6rWvz+d58yRb3ZsuUi17jX2LETJ3ESm/RKKAmQEAKhvhC4wKXmXgK8XODm0i4lCSEQLhACJJDeexzHduK4915lNatPO+fs3x9HtjSakS3Zkkay1+d59ESZ09ZI8syss/deK7keCDAkXJSpsIQ4JShlofMv95PJllV+YR2OFNvp00BAK47Z01EpMHL8qbTtHanQqgFa/2tmQ9EFqDwpXHm66xeJJMBl04ZSmhfkj0t2cbA+yuzyAj66YDRD8uVDWU/TWj993RYAACAASURBVMOhhyF+kKQXFSsHjKi/GLo9ZR53NFJ7CfTWv0P1an9NAApdfinGsL6dyjiw2EA8zeOarv7T1NrDef0h3GWP+r0cw7lYF30Ua/pFPRlot+jG+vR3ST0Xr7465eHE8leIL30BEm0/Cx2L0PTL/yDvu/d1OTH2mpuIvbsMnYgTnD4Hs7j7N5AOP/hn6h/+B8q0/BuupkXpnd8jOG7ccY81glJ1Tgw8hcEcRucOYVdjBU67EQvbMJlfmnqjSAjRPUopCJT5X7R+BvMifmEcrwmMcGuRm72pB2tIX3vi6Mm7vu4yezq0rAOc9NtVAIbcBIdfhpbNgOdPVw2P8afEmtlQeA7KlLZAok2/SSQBZpcXMbtc7oD2usi25IXZAHigI1A0C2pWtk13VRaYWVB89jFPqbc/AjVr/PLPR16fdj+NDhagSqb3+FM4EXr/SryNT0CkDgZPxJhyHSqnLdnQnofe9y5670oIZGGMW4gq7L3CTIpRaDaR/AZhoBiMUl37p+m8+mBrEtlaTKa5Dufpu/2RyXAeunIPqrgMY9S0PhupNMdOBTfNlLhACGvKvJSHo6887o+mtqc1Xm0lXsVezKHHL1gTe3c5df/7g6Nvqo36N+RcfxPZV76/y3FH1qym4Z+PQCKBTvh//xo49N3vMOL3D0jrDnHKev+Yc3lm7zusrd2JqzUloTyuGDmXklBepkMT4pSjlPI/V5nt3tuCo/0E020Gpw5i2wEXwpP9Kqw1j/uJZxKztZhPa5N17fk3/vWRm7LtksXwFChcCKEyv6iO09CaTLbOSAuNgZJLUUYABl0BXNGLPwFxKulXiaToI/VL0z+uExDMhlEf8ddEJhohdxwUzT3aEyjtYW4MKlf6SWR7Xhy994V+kUh6m59Dr/07uK0vsLuW4u1fiXHJ91DZg9Cei/viXVC5xU/KlIG7+QXUvFswxy/slZgMNQxPt6DZjV/Z1gOKMNSULh2vXQd3+WNtSeSRxxNREg//d+s0Fn/hkyooJXjLD4+uY+xNRuEg7POvIfHGE20Joh3EGDQMa/YFqQfEOinoYRjoeCz9tna8lmY/ieywb9MjfyYwbTZ2edemxzc++ww6lno9HY8R27SR0BSZwiNOTbZhcVX5PK4YORdXe9iGfDQQoq8ppfyZYVYOhDrcxB70AcC/4Y1SKKXQ2gWnFpSNsgrQTh04h/11i9qDpjVgBCBnZttnuKwz/C8heki/eLeoqGnh7y9uY9Puw4wszeH9i8YxZlhb+WDP06zdWMn2nbUMKslm3uxhBAIyOnAitNb+C01nzDxU1gjIGtH1kzotrSNBabbFM9+YXrtx9Lp/tCWRgN+MN4a34XHMubeid69oSyLBfxF2PfSyB9Dlc1GBrB6PSymFqc5A69FAExBCqW5M5Y42+xVTO3K91OSyej+Jp35D4H3/flIxd1Xguk9hjp1G4rVH0bEWrNkXYJ97JcpOLbpkz70At2Jv0tRW8KeVmsPHHPdasVUrjlaGTZKIE33jxS4nkjrSSUKrFF40mn6bEKcQQxk0OzEaE1EKA9n9uuCXEKcj1e69TikT7LZZVcoqAKugbefC3rkJLkR7GU8k91Q08oWfvE484eJ6mh3761mypoI7bzuLWRMGEYs5/OePXmHv/gbiCZdAwOT+P7/LD759EUNLe3905dSjO0/6ALIntNtVg3sI3MP+AmyrrLU4TweBfDDs1t5E7SnIG9VDcZ+Exkr8eR8daA8qN/nf7lqaknwBYJjoQ5tQI2b3WnhK2UBh9w8M54AdBLfDzz3d79ZzcDcsQXte0htRb1FKYc1YgDXj+H2jQhddTXz5y3hVByAWBdMC0yT71n/v2nRSJ4HSaRoYaI5OUe2K7PPOJ7puHTrWIWl0XUKTuzZKLMRA1RBv4W873uBASy2GUoTNANeNOpsxeUMyHZoQQoh+qvc/UXYi4Xg8v+oAX7v7LSIxB9fzPwZ6GmIJl1/8fQ0ADz++kV1764jGHDxPE406NDbF+NndyzIV+sDmRVsrc6X5gB4u9/sigT/NteUFiCyF+DqIvg3NT4HXnHKYUgaMvtpPJtseBcNGlV/WO8+jO0J54HVSxj6rtaeodYwKqWb/bF2iDBPrwpvA6mKRF+1xJMv0aitwt69CN3ZWObbvqGCYvG/+gqyPfAF73kUEL76evP+8B3t66nrKdAIz5vhVa1POGyR01nldjiP7vPMJjB+Hal80x7Io/PhtUolVnNK01vxhy4vsa67B1R4Jz6UhEeEv21+lNtaU6fCEEEL0UxkZkYzEHT5391vsq22Bw9F0Y0VUVDdz29efpvZQY8oIi9awa08djU0xcnOCVFY28di/NrBlcxWlQ3K55trJjBtf0ifPZcCJ7mzt6RjzR36OlHUGsIe27RdbB14DbVVdHb9qV3QFZF2QclqjdC46kIfe+zzE6iC3HDXyElTW4F5+QsenQnkwdDocXJs8amoGMCZdCYAx/kLc3Ss6TH8FDBM1pP9WLrRmX4oK5eC89iC6sQY1qBylFd6eDck9o5TCGDUNnASxB+/E27HG//27CcxZi7Cv/pzfriVDlB0gOH8xwfmLu32smV9I7o230fjX+8Bx/TY2wQDBeedjd6N/pLIsCm68iYo77uBoOxxtUvf3R8g+51zpCylOWXuaq2hMROg4ru95HiuqtnLJ8GM0XBdCCHHaykgi+fCbu9ld1UTC1QQVqHSdAjzNoeoWLJ12UiK0Vjw+cKCBO775LLHWEct9++pZu+Ygn799AWfO6b2KmwOX0/oDNf1EIxqBI9P/ml9D6xCqcHZrGeqO/YY0uFX+yKQ9CuwJSVNdVeEEVOEETpSON6P3L4WmQ6jC0TB0DqqHRgONeZ/CW/5bOLCqtVehiZp5I2qIP2VRDZmImnolet3jfhW01hYm5qKvoPp54Qlz8rmYk889+v9efRWxe78E8QgkYv70VyuAfeXnSDz+a7wdq8FJ+O1CAHfVy6ji4djnvTdTT+GkZV18FYEp04kseRniMYJzFmBPmNKtNV5aa6p+9jN0/MjNBgWxOE5VFYf/+ldKbvtE7wQvRIY1xtOvD3bR1MmIpBBCiE5k5BPy86sOkHD97NGxDOyEl5wsao3p+I8dLTzZbrMCRg7LIy83yO/uXUY0mkhqiROPu9z/uxXMPnOYFAvoKDgKeMuf3hqJtiWR4FddPfQ82spBpVlopz0PtEYZUXC2gncYQsdfA9cVunE/euld/hRUL4E+sBy2PAELvoEKnvxaWGWHMBd8Hh1vhlgjZJekJIjmzPeixy9EV2wAO4waNr3HEtm+ZOQPIvSFe3HWvII+uA01eBTWjIvADuKufjV1TWUihrv00QGdSAJYw8rJ/cAtJ3y8W1ODW5Nmqq/j0LxkiSSS4pRVll2Ml6avnG2YjM4tzUBEQgghBoKMJJKxRNt6Jtc2MF0P0217E1Oexoz7o2Ge4W8/stW2DEJBixuuncIv/ncJb6/Yl7avalNjjIb6KPkFsrapPWXlo3NmQ+PKlHYJgL82svp1GDoLEjsAjXYdOLAHmupAa3QwDMPHoLIUePVg5Keep5v06gfAaXdX3I35CeWWf6Gm3XTS5z9CBbIh0HkzXZVdjBrb9XV1/ZUKZmHPvTzpMR1tSZ7umrQtde3r6UbZtn+zJN22wMC7oSBEVxUFc5haNJL1tXtIaP/92VQG2VaIGcWjMxydEEKI/iojxXYmD8s/ui7P8DR23MNwdduXp/Hs1tCUwjUNPMMAQ3HBeaP51u0L+MXP32Tp0r14nVUfBcJZducbT2Mqdy4UvKd1+mYa8Xq0Mcav1IoFe7ZBY13bWspYBHZuRMej4NWddDzaiULjvjQbPKhYddLnFz4VykIVpanAqBTGmBl9H1A/Y+bnEzzjjJRWIioYJO+yflA0SohedE35fC4dMZviYC62sikK5LO4bKb0lBRCCNGpjCSS71tQjqX8RY5WzL/7qdp9oRS6fYcKpdCGwgxafOyGGTz8yDpiMQfdWvK/Yy5p2yZnLygnEJA3wE6FR7UW3WlHa4jFoaUONvwMvXszOlYE0SgpP2VPQ00FqM5H97qsdT1iWp0UgNH1e9G730BXbUJ3MsomUtnXfsFfM3kkWTItCGZhX/qxHruGu38nkd9+l6Y7bqLll9/E3bGhx87d20q/9lWswYNQ4TAqFEIFAoTPnE3+1VdlOjQhepWhFEEjSHW0hZjrcqDlMA/vXMYft7yCJ6+xQggh0shIpjVpZCELxpWwYls12tVpUwjD8JNJpf2prpb2OG/OMA5VNrF1a03bjqptoEwBlmUwc1YZt358bl88lQFHaxfcBjBCMPgiOPS8P51Va4jH2/JF7UKsGva85BfU0R3bK2iIxcAoPumYlBlAF0+A6k0kFfgxbBh+TvJVPQe97JdQvRlQ/lrPUD6c+zVU6OSn2J7qzNHTCH725zhvPIKu2osaMRF7wXWo/J6pcuzu2kzLz77iF/nRGremgpatawh/8j+wppzVI9foTVZJCSN+ey+R1Wtwq6sJjh9PYFR5psMSotfFXYeHd76F066VTtxz2NVYyZqaPcwsGZW54IQQQvRLGUkklVJ856Nn8vSKvfzpiY00HI6m7GOaBv/z7YU8+Lc1bNhQietqlizdw7Ll+wjZRvuTtSaTGss2+clPr6CkRMr0p6Mjm6Bpaev/eBAYBmVXQs1bEK3xi+10rNSqaH28A2VA3kz/598D1PSPot+6C2INfmxKQX45alyHdX5bn4GqTcltPJrj6HfuQy34co/Eko6ONaF3rUAnohjDp6MKhvXatXqbMXgkgfd+sVfOHX3kHoh3+PeciBF96JfkfPePvXLNnqYMg6xZMzMdhhB9andTVdqX87jnsrpmlySSQgghUmRs7qdpGlw5v5xzJpXy6e+/SHOkrfJqMGCyeN4InJjDxo2VOI6f3GitiXsurudhBwwS8bakJxC0uOCCMZJEdkLH90Hjm0C7pDC+DwKgRn8cXfMu7HsCvA59FPEgkAfxZn/kEgAFZghKz6GnqFA+LLzTH5VsqYb8EZA/KrXq7q5Xk5NI8BPP6s3oRARl93xxJW/fGtwXftL6Py7eir+iJi3GnPcRqQrcgbdnS9rHdc0hdDyGCgT7OCIhRFeYykhdJ9LKMjKyCkYIIUQ/l/FFhEX5IX7xtQv4w2MbWLWpiuywzYKppaxZdYCXn92C9vzeH6pdCxDDUEyaUMqmDYcwDIXrepx99khuvGE6Dz7wDi8/v414zGHC5FJu/sQcho0oyOhz7BeaV5OURALgQXw/2m2BrLL0FT2VgtJp4IXg0DI/0cw/A0ZehrJ7YH1k0qUMGDT52Dt1bF3RXsr025OnnTjuiz8FJ7nCrd70InrkLFTZ1B6/Zibo5noAVPbJTQ9W2fnoeGXqBjsAVlvxK52I42xZAxqsCdNRtlRFFSKTynMHYRqm34KpHa0hr4df64UQQpwajptIKqU+CXwSYOTIkb0SxJCSbL5+q7+msbqmhdu/+QzRmHMkAED7/SS91oI8SnHmmWV8+YsLqKpqpqAgTE5OgJ/+1yusXX2QRNxPKDasq+DOrz/LD39xFUXFWb0S+4DhddJUWhng1KDUYXRWMbRUktRPxbQgqxmVewEMW9QnoR5T2WzY/UZq0phTigr0/Gi0PrCOtIWAnBjeltcwBngi6VXuJfbgj9AVuwBQQ0YRvPFrGINHnND5Ahd/gNg/f5vcWsYOYi+8GtU6qpFY9zZN93y/3VGanE9+C3ta/19DKcSpylQGN4xZwO82v5T0uAbeOLSZs0rHURqWdehCCCHaHHe+itb6Xq31HK31nEGDBvV6QM++vO3oVNajOk4f1HDWnOEEgxbDh+eTkxPg0MFG1q5qSyKP7JdIuLzw9OZej7vfs4eRNiFSCqJLIbYBBhdBwSB/5Mi0IK8Iho9HGSYk9vZ5yOmoSddBMI+U5xLMR3tp1nKerGNVK+yN6/UhHY8S/fWX0Qe2g+uA66APbPcf67jOsYvs868mcNH1fmXYYBjsAPa89xC8+lYAvMZ6mn5zJ0Rb2n1FaLr7e3gNh3vy6QkhumlHUyUeHK2GfuR7gKd2v5uxuIQQQvRPGZ/aesSK1Qf557Nb2LmjBsdNP8XSthUK+OStZ1JYkLwWbv++eizbIJFIHqlyHI8d22o47WXPhNh20HHaPhpYYIdRtLZgUQoKS/wvZbTrM+kBPT9t9ESoYC66eCLsX+qPnB4ZPa3Zit70BGrytT17vaFT0ieTVhBj3Lk9eq2+5q59A5x48gi01uDEcde+gXXm4m6fUylF8OqPEbjkBrzaSoyCElS4bVpc4p3X0h+oNfEVrxJa1LO/vxOlPY+m19+k/tkXQCnyL1lMzrlnHx1VFeJUVB1pBNIvlayNdTKrRQghxGmrXySS/3p2C395dAOxuItyPdJ1FTRNxfuunsziC8aSnx9KOcfQYXmpI5n47UDKxxT1TuADiDJz0EXXQ8MbfpEdzwOrAD9BTJMoaa9dImmCVdaH0XZOaw/2L/Pjb8+Nw86XoKcTyUAY4/xP4736G/9n4jlgBVHlc1AjZvXotfqaPnwoeQrqEfEYuq5tnaNXV423fQ1k5WKeMQtlHv9lQwXDmENT22Z4Lc3gpFnn6jjoSHO34u8tWmsO/uAumpe9jY76I7ORNevJWbKUod/4SoajE6L3TCosY3Xt7rTbhmYV9nE0Qggh+ruMJ5KRqMOfH91AvHVKqjYUuMn3QwMBk1nThnD9NVM6Pc/QsjwmTS1l49oKEom2JMOyDS6+fELvBD/QNO+DQ6vbqq/aTVBc2tacPsmRVN4EezSY/eRDhOf6X+k4aZKiHmCOmY8xeBzetiXoRARjxCxU6RkDvmKrMWICBEIQjyRvCIQwhp8BQPzJ+0m88jCYpj8N2goQ/syPMcpGd/t6Xn0tsdeeTL0JAGDb2FPber9qrYm++jQt//ozXl0tZmkZ2TfcRnDW/G5ft7uiGzfTvGwFOtr296SjUZqWLCO6eSuhCeN7PQYhMmFm8Sge2/UOLW4crdtWlWgNG+v2EXcdAl24kSSEEOL0kPF5WnsONGAZ7T6QK4VrGngKlKEoKgxz/ZWT+LfPnH3cc93+1fO5YPE4AgETpWD8xEF8+/uXUFwiFee01lDxdLsWHkCipZM1gK0jkPZYCJ8Pwf7TU0+Ztt8aJHULDJrUe9fNKcGceQ3W3BswhkwY8EkkgDF+NmrQcLDaVUy1AqjBwzHGz8bZtILEa//0p7/GIv56xqY6ovd+E50uGTyO5t/9GH24OnWDaRGYfR7WqDOOPhR5/jGa/nwP3uEa0Bq3Yj8Nv/4vYqtXnMhT7ZaWd1ejYx3b4IB2ErSsXNXr1xciU5RSXDZiZuv37R+HmOvy/L41GYpMCCFEf9Tntxa11jRFEgRtk4BtUpAXTF0TqRSeaXLm9CF8+wsLunzuQNDi5tvO4qZPzEVrv02IaOU0gJdmxK62Al1chjICHF0ZExgLodmpRY76CTXro+jXf+xPM9UuGBYYNmraDZkObUBRhkHoM/9N4qW/4q58EQBz9iLsi25AGQbOkicgTdEdHW3G27sZs7zribtuafbbfaQZTVZZ2WTd+tW2fT2Pln/9KXXabTxG8z9+T3DGXHqTmZODCtgpyaSybIwc6VMrTm2HovVJo5HtLa/awRXls/s+KCGEEP1SnyaSa7ZW8/MHV1FZ24JSinNnDuXzN8zkjDFFbNpWg9NuSmswYHLdpWcc42ydU0r11xwoc4wgaUsoJGJwuAlGXA46BmYpmLl9Hl53qKIxsPh76G3PQcN+KByDGrsIFe4n02+7SCdi6OrdqFAuqnBoRmJQgRCBS2+BS29J2aZjLZ0cpNImmMeinXjnNyaUkTTCq2MRdDT9td1DB3D27ab5+SfxaioJzJhD+LzFGKHkddPa84iuWkls3RqMgkKyz78As6Brfx85C8+l6r4/pIkTchd2/caWEANR2Oy8p2vESR2pF0IIcfrqs0Ryb0Uj/3H3W8SOtufQvLHqIIcbY3zzM2fz3/e8xYZtNVimP9v24zfMYMoZvd9u5FSntQa3BQwbcsZB07bkHozKhqKzwT6xvoGZorIHoWZ8ONNhnDBn9XO4L93vFzTyXNSgcuzrvoHK6T/JsDXzAuK7N6aODHoeRjdGIwGMvEKMkiF4FR3ayJgW9qzk5EwFw6hQGN2cWiXSyMmn+tu3+wV7PI/YulW0PP0vir//c4wsfwq7TiSo+u4dxLdv9YvlBAI0PPh/lHz7TkJTph3/eRfkU3bntzj4vR+1rec0DMr+8xuYeXndet5CDDRnlozmuX1rU9ZIgn8rsjkRJdtOLXgnhBDi9NNnieQjL28n4SRPa0s4Hht21NIYifPdL59PTV2ExsY4w4bmYlt+Qul5WqaoniDdsgMqnwGvxf8kEBoKWWXQchCU6SeURXMh//gfrkXP8fZuwH3x/qTiQLpiO4lH/n8CN9+VwciSWWe9B2f5s3gHd/ojkIYBpk3g/V9EBbr/QTL7Y1+h8Sdf93tWOgkIhFA5uYSvuTlpP2UYZF3zYZr/8YfkJDYQxKlvSH4sHsOtqaT5mX+R+17/xkLTC88S37YFHWvdLx5HAzV3/ZCy+/6IMs3jxzp7JmP//n9E1m8EFOEpE1GWFBkRp77CUA4hwybqJZI7A+GXYFtVs4cFQ05stpAQQohTS5+OSKarz2GZBodqWigblENxQZji1v6QL7y0jb89vI66uiglxVl86IMzOHdBajsBkZ6OVULFP0E7bQ9G94MZgCHTwZ4EoSEoM9z5SUSvcN9+LLXCrPbQ1fvwavZhFA/vket41ftxXn4Qb88GVOFQrAs+iDlmepePV1aA0Od/grvmDZx1S1G5BdjzL8cYcmL/Dq0xk8j//v3EXnsK99A+rPFTCc5fjAql/g2GL74WZdm0PPoXvPrDGIOHELroKpr+/qfUEycSRN96/Wgi2fzKi21JZDs6FiOxayeBseO6FK+yLLJmyE0WcfqZVzqOVw5uROvU5lB1sf7RpkcIIUTm9VkiOXlMMVv21JHo0Osx4XiUD02eLvb8i9v445/ePToNtrqmhbvvW45lGcyfN7CmYGZM3bLkKaxHuHGIHwSrGGV2v4WDOHm6qTb9BsOElnrogUTSq9pL7Ndf9NfAag9dW0F8zwbs627HmnFBl8+jTAtr1gVYs7p+zLEYBcWEr77p+NdVivCiKwkvuhKtNUopnEMHafzrA+nPm9VWmbnzPpfab2MihDimacUjeP3gJuJp1tWvrN7DZSNnYKiMF30XQgiRYX32TnDtBWMI2ibtZ6kGAyaLzhpBUX7bNDmtNQ/9Y227tZS+eNzlwb9J6fEuSxwmbXEdFHgJiG3p64hEK2PMmWDaqRs8BzV4TI9cI/HcA5CIJrd3ScRIPHnPCbXuyKQjhXis0qFYw0ak9j0Nhsi65Oqj/5uz+GJUMJhyHiMnF7t8VG+GKsQpYUR2MWXZ6ddrNzlRNtdV9HFEQggh+qM+SySL8kP8/KsLOWfGULLDNoOLwtx8xUQ+/8EZSfu5rqahIX1j+apqmVLTFbplM5hRyMqFUDYkjdBov11GutFK0SfM2ZdDVl5yMmkHMc/7ECrYM1ONvd3rSVrgdEQsAo2djIgOAIX/9h+Yg0pRoTAqnAW2TdZFlxGaf/7RfbIWXkTozLl+MmnbqHAYlZ1NydfvOCX6fwrR25RSlOcOTrst4bmsrtnTxxEJIYToj/q0ekTZoGy+9fGzjrmPZRkUFISoq0ttL1A6WHq4HY9u2QL1rwKtayMNAwIhv1iK6/jfGwbYQzIa5+lMhXMJ3PJT3Lcfw9v+DmTlY829BmP0zJ67Rk4hurk+zRYN4YH778gsGUzJT35HYssGvPo67HETMItKkvZRpknJV75BfPs2YhvWYeQXEJ43HyMolSaF6Kqy7AIMpfDS3JBaXbOXD4w9S6a3CiHEaa5fliG88QPT+d0f3iHebnprIGDyoQ92vVDIaatpGUeTyCOUgkAQdAgCWaAsyJ6fkfBOJ9pz8bYtx9u2DILZmNMWYwz216WqcC7WeR+G83qnhYl1wQdJPPIzf43k0QcDmNMXnlDF1f5EKUVgwpTj7hcYOy5tYR2dSBBZsxYdixGaNg0zd+Am1kL0lhlFI3lo27K02zztUh1tYnBY2uEIIcTprF8mkhcuHINpKB76xzpqalsoHZzDh2+cwdw5PVPN8pTmpvbeA/x+heHREGmBul2w/3/R4VIouxSVPbJPQzwdaM8l8Y870RVb/WROKbx1L2JeeCvW9It7/frW9IXow5U4Lz8IhgLXwZx8NvbVn+v1a/dn0U2bqfjOd9CuCyhwHIpu+wT5l1+W6dCE6FcCpkVpOJ+DkTrAnymv8b8MNEGjX358EEII0Yf67TvB+eeN5vzzpKpot5m54DakPm7kQDwbqt8BnfAfa9kP2/+IHvcxVNawvo3zFOdtfrMtiQT/U5gTx335fswJC1DB7GOfoAfYC9+Pdc7V6NqDqNwiVNbpPXqgEwkq/uM/8ZqT11rX/vY+QhMnEhwjrzdCtHfhsEn8Y8dyIm7ymnpHax7fs5oPj5sv646FEOI01ucLHLTWvPTmbj7zrWe58fOP8u27XmPbrsNdOtbzNBvXH2LZm7uprWnp5UgHqNz5pN4fsCB7DlS+3pZEHqETUPFSX0V32vA2L0meVnqEYeLtXd9ncSg7iFE66rRPIgFaVr6btmKtdhwan38+AxEJ0b+dWTKK6UWpM1Y0sLpmDzsbq/s+KCGEEP1Gn49I/vPZLfz1sY1H23us3VTFN3/8Kj/6xgWMHlHQ6XGHKhr5wXdeoLkpDgpcx2PxpRP40M2z5I5oOyo8Du0loOlt8JrAzIGceWANSl/FEyAipdx7XDAMKNK1YFH2wF6jOFDpSAtpW+J4Hl5TJ1PChTiNKaUYnlPEO9W7cXTyTZi457K+C1sj6gAAIABJREFUdj9j8gZlKDohhBCZ1qcjkomEy0OPb0rtEZlw+cujGzo9TmvN//zwFWprWohGHaIRh0TC46XntvD2sr29HfaAoaMH0Pt+B5VPQkslGEOh+P2orDPAyiF9X0kgWNyncZ4OzGkXgxVIs8FCjTh+oRjR80LTZ4CT2vZGhUJkn3N2BiISov8LGBZGJzdrI068j6MRQgjRn/RpIll9OEK6ZEZr2L678+mtBw80UFPVnDKgFou5PPfMlh6OcmDSiXqoeAgSNYAHuNCyDQ79HQBl2FByFig7+UBlw5AL+zzeU50xfBLm/Pf5vSLtMATCEMzBfu8dKMPMdHinJauokIIPf8jvL9n6wViFQoQmTSLrrGO3JRLidDW9eETaW5Baw9LKHexoqOrzmIQQQvQPfTq1tSAvhOelHxUbMqjzEvyRiIMyDCB1NCHSLHdEAWhYCbrjz8eDeBU6dggVLIWh7wHDhqq3wIuDne9Xbc2RIiO9wZp3PebUi/D2rINgGKN8Bsq0j3+g6DWF738f4SlTaHj2WXQkSvZ555J9ztkoU5J7IdLJsgLcesa53LPp1aSbua4GV3s8snMlX5lxSeYCFEIIkTF9mkiGQxaLFozixTd3J/WIDAZMbrhqUqfHlZcXkG5mjR0wmbegvDdCHXiOjkR2ZIBTD8FSlDJgyEXo0gtBuygp397rVHYh5qTzMh2GaCc0eRKhyZ2/3gghko3NH4zW4LVrAXLEzsYaIk6CsCU3yYQQ4nTT51Vbb7txBpctHEMwYGKZiqL8ELffOofpkwZ3eoxlm9z22fkEAiaG4WeUwaDJ4ME5vOeSM/oq9P4tNMwfbTRtSJo66UIg+WerlJIkUgghRJfYholtWHikLk7RwLN712UgKiGEEJnW59mEaRrc+sHp3Hz9VKJxh+yw3aWqq2fNH8mw4fm8+NxWamuamTl7GOecO4pAUBIirTWoKISy2j3oQSwKobEou/NquKLnaK3R+9bj7VoFoRzMieehcvtXISN390acNx9HN9VjTj0Ha857UHaaokBCCNHKUAZnDx7DSwfT1yRYUbWba0fP6uOohBBCZFrGsjDLMshJV9XyGIYNz+fmW+f0UkQDWHQLxHaSPP/XgKwSKLkyY2F1pONNEK2DrBKUdWq1wNCei/PEXeg9q/3+kaaF99ZDWJf/G8bYuZkOD4DEksdJPH4vOHHQGm/7Gpw3nyD0hZ+h7GCmwxNC9GOLh0/m5YNb0WlK79TFIxyKNFAaln61QghxOunzqa2iF0TWA07yY0qBjoMXyUhI7Wk3gbfqfvRLX0e/dRf6ha/ibX7MH0k93rFao6s24W1+Cm/PW2i3fxZX8ra+hd6zxk8iAVwHnDjO0z9D94MS+Tra7CeRiVhbP9FEDF21D2fF85kNTgjR7xUEsxiZU5h2m0Zz74bX+zgiIYQQmSaJ5KlAd5aoKNCJPg0lHb3x71DxLngOOFHwErDrBfTeN459nBvHe+WHeK//FL32YfQ7f8B78svoxoo+irzrvI2vQiKaukEp9P6NfR9QB97ujZCuMmkihrtGPgAKIY7v4xPPxSD9UpSDkXp21EsrECGEOJ1IInkqCI4m7a/SsMHM7/Nw2tOeA/uW+slje24cdjx37GM3PwO1O8CN+a1NnCjEmvDe+nUvRnyCjtUb0ugH/8xC2aQ0YgVAobL633Q0r6WZ+nt+SsVHr6HiI1dS+8Nv4xw6mOmwhDitlYRyKAmlb9WlNdy78dg3B4UQQpxa+sEnXHHSsmaCkU3bklflf597QZcKGfUqN+YX/kkn3nTMQ/Wu11MTUDQ0HEBH63omvh5iTl0E6dYZKgNVlvlWE8aICa0JY4e/BzuAteCqjMTUGa01tT/4JpElL0EiDp5LfO1Kau64Ha/52H8zQpwulFKfVEq9rZR6u6qq70YCzxo8qtNthxMRVlTu7rNYhBBCZNaATCQ9TxOJJLq0xu5Up516qH8BvEbA9RPK0CQouh4VHJHp8MDKgmAnI16FY4597LF+vz34u9eJKO7653Be+AXu2/9AN9d2+xxq9JkYExeCFQDTAjsEdgjr6q+hzMxXFlaGQfCTP0AVlEAwDMEssALYl96MOXZ6psNLkti6EXf/HnDarfvVGh2PE3nthcwFJkQ/orW+V2s9R2s9Z9CgQX123UXDJqF120vwke+P3C58cPuKPotFCCFEZmX+E243aK158pH1PPnIOmJRh+ycIO+/aRbnLx6X6dAyQntROPwv0LEjj/jFdZxqMPvHdEWlFEy5Ef3ub9tGF5UBho2a+N5jHzxyPmx5NnVUMqcUFU5f9KG7dKQB55FvQLQJnBjasPDWPIF5xbcwSsd3+TxKKazFn8KbeZlfdCeYhTFuPiqYdfyD+4gxeAShb/2fv14y0ogxanK/nNbqHNibtjIk8RjO7u19H5AQ4qigaVEUzKY61ow6kky2297SD4qLCSGE6BsDKpF88p/refRva4jHXAAa6qP832+XEwrbnLWgPMPRZUBkE+gO1VrxwKkFpwrswQDoeAMceAkatoAyIW8CDF2ICuT2SZiqdDrM+xJ629PQUgn5o1DjLkfllB7zOGPSVXgVa6GpApwYmAEwLIx5n+6x2NwVf4OWOvD8vyk8BzwH95XfYHzwJ90+n1EyEkpGnnRc3sHtJJ6+B2/fZghmYZ11Jdb5N6DSFczpBmUYmKOnnHR8vckqG4lCpaaSgSDWqLGZCEkI0c77xszi7o1vpLvdg6kG5EQnIYQQJ2DAJJKep3ny4XVHk8gj4jGXR/6y6vRMJJ0awE19XClw6sAejHaaYeOvINHiF6wBiL4JlUvRpefAiMv7ZB2lKhyDmvu57h1jBTEW/yccXI1Xsx2VXYIaMQ9lh3ssLr1rRVsS2V5DJTpSD9FmdH0FqmgEKm8QWnvoql2gPdSg0ahjFdk5QV7tQWK//xrEW6vARhpx3nwEXVdJ4Lov9fj1+ht7/ETM4SNxdu8Ep20UWwWDhM9bnNnghBDMKhlJ0LCIeR1vZMLZpcdZsiCEEOKUMWASyXjMIRpJfdMCqKlu7uNo+gmrBGK7Sekh6Tmw91G0o8EuaKt6mkRD1XLIKoOSWX0VcbcpZUDZLMyyXorRCnSyQeM8/VN05TYwLHATUDYJqvdAvMXfxbSxLvs3jBHTejQkZ8nDkOgwnTcRw133GnrxLajcnpnW218ppSj6xg9o/PN9RJa8DK5DYOos8m75LEZ2+oqRQoi+deeZV3DnyqeIuP5rlYFiaFY+7xvdf99PhBBC9KwBk0gGQxY5eUEa6lJ79ZUNz2yLi4wJT4CWVcnTW7X2K13GWpNrtwVML+3AJV4CDi3pUiKptYZojf8/oeLMV4PtIcakRXgrH4H263qUCcFc9KGtfgJJ3P+57l6VfHAiivP4D7Fv+RUqq6DHYvIObEuT+AOWjVezH/MUTyQBjKxs8m+7nfzbbs90KEKINApD2fzP2dezvvYgldFGhmcXMDK7iNU1B3A8j6nFQ8kPhDIdphBCiF40YBJJpRQfvGkWD9y7PGl6ayBg8oGbZ2cwssxRRghdeB00vgGJ/YCCaDM0dmiNoRQYCrw0K1qcyHGvo5v2o9f+HmKH/QeC+TD1VlTu8OT9Gvejdz7vr2ksGI0a/R5UuOgEn13fMKZfia7cht67xi8CpICsIvThg+Cmy7470B7uptewZl/dczENGY17aGfqlFsngVE0tMeuI4QQJ8NUBtOLhwGwtuYAX17yKAq/gqvWHh8YN4tFI87IaIxCCCF6z4BJJAHOXTSOYNjmkb+sprqqibLhBXzwo7OYPP30/XCtrDwovBwAffA5aHgz3V5+MplSGsGAgonHPL92YuiVv0hOOCPV6Hf/F875Dsry1yvqms3od37dWmFVQ+M+9IG3YP7XUDlDTvj59TZlWliXfAVduxddvRNyBsGgMTj3frRrJ3AT6KYadDyCCvTM2k1rwfW4615PTiStAObE+ai84h65hhBC9JQWJ86v1y4h3uHm14NbVzIyt5DxBX3XnkQIIUTfGVCJJMDcc8qZe85pWFinK4LFoGzQHdbXGRYYBrjtpgUrC6wwlF1w7HNWrUo/zdJzofJdKDsHAL3+L+C1mx6qXXA89OZHUGd+tttPRTdW4K3+K1RuACuIGnsRatJVKKN3/mRV0QhUUbu+m0UjoKYLjbWVgX73KRLvPo0qGYV5yecwSk7u79MoGU7w5u8Tf+o36IM7wA5izrkUe1EXk1shhOhDa6oPpK3gqoF71r/JXQuu6euQhBBC9IEBl0iKY8ifChUvguvQNvqowMqGyZ+Hhh1QswoS9ZA3DgbPQ1nH6XMYq29dJ9iBF/e3AdqJQqQ6zcEaard2+2noaB3ei9+FRMQ/hxtHb34a3XAA8+zuVX49UdZFn8L513f95+65fusRzwHDbLeeUoHnHZ0yrCu34zz0bexbf4UKn1h/Rp2IQ6QBVTae0Kd+jvY8UOqUWZMqhDj1JDwXJ131a6A+HuVQSyOlWX3TbkoIIUTfkUTyFKLMIHrsx2Hfo9Cyz38wZzQMv8YfySs4w//qjvzRYNrgdmgybQYhv7XMu2H76wu1l3r8CbTq0NtebL1eu3vcbhwOrEI3V6Gye3+alFE6DvvGu3BXPYWu2YMaMh5j2sXofevx1j2PjjZC7UE/uWzPc3DXv4w1p3t34LXrknjh97grngY0WDbWRTdhn3Vlzz0pIYToBVOLh6YdkQSwlEFdLCKJpBBCnIIkkRyAtJeAxg0QOwSBEsibgjKCAKhgMYy9Fe3FAYUy7LbjnCjEaiFYcPyRyCMKxkFuOTTsal3/iJ845gyDwvH+NQ0TPfQsOLiibR8AIwDlF3X/+dXsSE3QwJ+iW78P+iCRBFB5g7HOvyX5wYnnY048H3ftC7iv3E9K6xUnDrX7u32txIsP4K54qm2004njPPc7VFY+1tTzTih+IYToC4XBLCYWDGZTXWXKNo1mRE7PVbUWQgjRf0giOcBopxH2PABe1F8LqWyofR094maU3dYWQhlt/RG11rDnaTj0pj8103PRJTNh1HUowzzm9ZRSMPPT6L2vQcUyvw3G0Hmo4Qv9Ho9H9pv8QXSiCao3+gmfl4Bh81GjkhNJ3VwF+1egPQc1ZAaqIM16wvzhULUpdW2mdiGntOs/rF6kBo1Kv8EOooaO79a5tOvgLn8iuQUJgJMg8ex9kkgKIfq9T089h2+99RQtTvzo6GTAMLl05ESy7M769QohhBjIJJEcaKpeBLeJo9M+dcJfE3noGRh+Y/pjKpZA5VK/36Trj6DpqlWAAeVXosxjv8krw0aVL4LyRZ3vYwZQsz+DjtRCpAZyhqACyVOZvN1vwOo/+VNgtYfe+jS6/HyM6clxG+MX4+18BZx2iaRhQfFYVF7ZMWPtK8aQcaih49EHNretITVMCOZgTOxm4hdrSb8OFaCxBu25x034hRAik3IDIb477zKe2LWedTUHybGDXFI+kVnFw9hRX4tlGIzIyZf13kIIcQqRRHKgad5KahsPDZHdaO0ljRIedfC1pCmn2vNAx6BiKfrQCnTxVNTY9x83oewKFS6CNL0jdazRTyLbT31147D7NfTwuaiicW3nyB6EsfBreO88APV7/fWXI+djzPrIScfXk6xrv4X71t/x1vsFjoyx8zDP/TDK7mYT7lBO59uUQtdVovqof6SONBN7/m84b78Mlo197pUEFl6NMo+fyOpIM5En/kp8+StgmgTPu5TQJdejLPu4xwohBr6CYJiPTJhz9P/XVB/kC68+jqs9PO2RFwjxpVnnMTw3P4NRCiGE6CmSSA44aRJFAFTrVxpuWw9IrbU/PfXoAw7UrEO7cdSkj/VYlCkOrfUTwpTYEuh9y5MSSQBVNAbzPXei3TgYVvoEOcOUFcA698Nw7oe7dZxXtQd35bPo5lrMcXMxJp8HeYOgPnV9EcpAhfumSIV2ErTcdTte1cGj02zjj/0Od+sqsj5153GPrf/Bl/AqD4Dj3yyIPP5nEptWk/tvP5BRCCFOM9WRZv531ZtJvSWroy18563n+dWF1xCUG0xCCDHg9b9P5+LYcicDHUeHDMgZ3/mH9ezhbd97aSqragfqtqDj9T0VZapjJhKdb1NmoF8mkSfK2fAG8fu/jPvOU3gb3yTxzD3E//BV7ItuArPDfR3DwjjjLFT4GCOWPRnbu6/j1RxKXqsZj+FueAd33/ZjHht/9028msqjSSQAiTjOtg24Ozf3UsRCiP7q9f07cdO83yS0xx1vPZ+BiIQQQvQ0GZEcQLSXgOwxENkNzpF1kgqsPBh8aecHll8JG+5OXwn1CMPy+0IGembKka5cj97yGLRUQd4IGHNJ+vYgpo0acXaPXLM/cDe+jrvkb+imGtTgUVgLb8YYNhFv70birz0Iu9aQNDU5EUXX7EfHGrEW3ojz2kN+Quk6GKOmEbjuS30X+9Y1EI+m2aJJLHuByKMPoA9XYU0+k+Di6zHy2oo7OVs3QCySeqjn4uzcjDVmYu8FLoTod+piUdxOmoIcamliU20lE4sG93FUQgghepIkkgOEbtwEVU8Byp+a6rl+PuImIOFC7bvoknPSjkqq7GHoKf8fHHgJajeCk+4DvwPhnnlT9w6sgFUPgNc6slW9EQ5vhzOugC1P+qOT2vOfy7hLUIWjeuS6measfAr31T9CIgaA3reRxEPfwVxwA84rf06tynr0wDjehjcI3vJjrHlXo6v3onKLUHklfRg9qOIhYAVS49QQfflRSPg3ItyDe4i/+Ry5d9yNke+vhzUGDYFAEOKx5GMtC6Oob9q1CCH6j6klQ3hl/45Ot7+6f4ckkkIIMcCdOnMGT2E6cRiqnvQrtOo4uFE/WXFifkLmxaDqNahe2uk5VFYpatyNqOlfAjNE0nRSIwDDFqKsbhaJSRer1rDh721J5BFuHGo2oC7+EWrqB1CTr0dddCfGpGtP+pr9gfZc3Nf/cjSJPMqJ4bx+jCTyiGA2ACoYxhh2Rp8nkQD2/IvB7PCSoBTaSUCi3ZRVJ4FuaSL67N+OPhQ8e1FqQR5loEJZ2NPO6sWohRD90exBZQSOUaQrIJWohRBiwJNEciBoXJc8LdRxU/fRCah+w0/kjkGFClHTb4fi6WBnQ7gUxlyHGnFJz8TqxiDWkH5bw15UKB81+kLUuItR/aQnZI9oqe+8hYd7jCnFAHYQ68zLej6mbjLyi8j6/I/8kUk7CJaNKh2BZ3W48QDgOjjrV7Qdm5NH7ld/jDF0BFg2WDbmqPHkff0nKEsmPghxujENg89PX5B2mwHMGjSMqHOc10YhhBD9mnzCGwjcKNAukewsWfTifnuN4/WFDJegJvRSKw0zAIbtJ5QdBQt655r9QSiXYxUN6pRpY555Bcb4uT0e0okwx0wm+7t/RNdU+AmhhoY7bkm7r2q3RhLAKh9PwffvwztcA6aJkXcK/76FEMc1fdAQLi2fwLO7Nx9dLakArRX/vWIJoCjLzuVb88+nIBTOYKRCCCFOhIxIDgRZY0C1K5XeWQVUM+wncRmklAGjF6Ums2YAxl+RmaD6gLJsjNmXgRVM3mAFMcbO9dcetmfaGLMuJvjZe7AXfbRftcdQSmGUDMUoKMEoLMEcMzm1omwgSOji96c93igsliRSCAHAjRNm8IMFl3L16EmcVzYax1EknLZ2VQeaG/niy08fdzaNEEKI/kcSyYEgawyERrQlk+mmCiobSi/qFwmJmnA1jLqwbXTSCsOEazFOoeqs6VjnfwRzzpVgh8AwIbsA89LPYF/375hTL/BH+AJhsIOY51yPfdlnUXnFmQ77uLI/+W3MMRPBDkAoC+wgoatuxp42L9OhCSEGgLLsPK4fP43alhhap75HJTyPn7z9ZgYiE0IIcTJUd+4CzpkzR7/99tu9GI7ojNYeNG2Cpg2gTLAHQ916iFWDnQ+DL0TlT850mEm0m4B4EwRzUUZmZ1Hrqp24m16CeAvG6LNQo+aijN65j6I9FxJRCGQlJfY62oxuqkXlD0bZwWOcoX9yqw+iG+owy0ahZBqa6CFKqXe01nMyHcdANlDem7/40lNURVrSblPAb95zFbmBgffaKIQQp5quvjfLGskBQikDcif7X0cUpy9k0F8o04Zw4fF37GXu2mfwlv/FL4ajNe6ut1FDJmBe9vVeSSaVYR6twpr0eCgbFUp9fKAwS4ZCydBMhyGEGKBG5OZ3mkhaSrHtcC2zSuU1RgghBorjfopWSn1SKfW2UurtqqqqvohJiB6jo414y1rbbxwZfXdi6IrN6F3LMxucEEKcRm6aMqPTbYZhkBeU0UghhBhIjptIaq3v1VrP0VrPGTRIGouL3qUjh/G2PIe38Ql03d6TP9+BDZBuWq0Tw9v+1kmfXwghRNcMzsrhlikz024rDIUZk5/5GSxCCCG6Tqa2DlDac/yG7+rUqZfk7VmGXv5b0IB20esfhbEXYs760ImftGMV1SOUgkDWiZ9XCCFEt71n1DhCls3v161EofDQDM7K5itzFnCouZnX9+3BVAaLR42WEUohhOjnJJEcYHSkAvY/BpGDoAx0/hQouxxlhjId2knR8Rb08vv8dYxHuHHY9iLekGkYQ6ed0HnVsKmQbh2kaWNMvPAEoxVCCHGizhtezryhw9ndUEe2bVOWk8dvV63kxd27jvabfGjTBj40eQrXjJ+Q0ViFEEJ07tQZzjoN6EQD7LgfIgcADdqF+vWw68+ZDu2k6Yq1kG501XPQr/0Pev+7J3ReZVqYl3/DL35jh/3WHKaNMecDGKXjTzLqnqOjzSRe+SvRu79E7P++g7vtxJ6vEEIMBAHTZHxhMWU5eayvquSFdknkEX/ZsJ4DjQ0ZiU8IIcTxyYjkAKG1C/ufAC/eYYMLkQp05CAqPJCr3XXShkZr0BrvjV9hXPszVDCn22c2Bo9D3XQPet8aSERRw6aiwnknGW/P0dEWYr/+ArqxFpw4GojvXIN10Yexz70+0+EJIUSvenTblk63feu1V/jvCxdTkiVLEYQQor+REckBQGsPdv8ZGrel30EZEK/t3jk9F92wC924j+70Eu0tasg0PylORwNKofetPPHzmxZG+WyMcef0qyQSwFnx1NEk8qhEDOfFP6GjzZkLTAgh+kDEcTrd1uI4fP2Vl2hJJDrdRwghRGZIIjkQNG2Flv2Al367l4A9z6BX/RC961/o+LGnAunajeg370Cv/g363V+g37oT3biv5+PuBhXIRp11m58Ut45C+l9Hgtb+msl+QNcdwt20BG//ph5Jwr3Ny5OTyCNMC2//1pM+vxBC9GcLh5cfc3tjIs6/v/wSCbeTm41C9FNaa2prWoi09I/PL0L0NJnaOhA0bgOd8CuNpktcXBcSNf73VW/D4Q3oaV9EWalTgXS0Dr3ufj/5PCIWR6/+FZx9J8oM9NKTOD5j5Dw8w0Yv+SV4TofZrhpV1nkPsr6gtYfz9K/wNr4OpuX/LnJLsD/4HYzc4hM+r8otAhQp03s9D5XVv0ZPhRCipy0aNYp/bd1MVaQl7XatoTYSYen+/Zw/cmQfRyfEiVn9zn5+/6ulNDXG0VozY84wPvH5c8jKztznLCF6moxIDgRmNmD6iaRSydscD5Km/HjgRqFyWdpT6Yrl6ZNR7UHNhh4L+USpYbNg1AIwW8u+KwVmADX5KlTOyfUx1fEI3va38LYuQUebun28u+o5vE1L/Mqy8QgkolC7j8SvP0H8vtvx9q4/objMs68Gu8MbizJQhYNRQ0af0DmFEGKgUErx88UXM7WkpNN9Ep7HmspDfRiVECduz67D/PLHr3K4NkIi4eI4Hqvf3s/P/+uVTIcmRI+SRHIgKJzRlkAq5bezMAzABs9M3V870LAj/bnijf72lGM8SHQ/ueppSimMs27FWPglGHchjF+MsfibGNOuPanzertX4jzwKdyX78Z99V6cP34ad9Or3TvHyqfAiaXZotFVu0k89F28yl3djs0cORnrstv8irLBLLCDqMHlBG/+HqrjjQMhhDgFmYbBV+edQ0EwuZXVkVUOlmFQHA5TH4vJFFfR7z3z6AYSieTlSI7jsWNLNRUHpBKxOHXI1NYBQAUK0cOugwOPcnQKpGHD4PfAjofTHQGh9FMtVdEEdMWy1OqvAAXjejLsE6aUgtLJmKWTe+R8OtqE+9xPU9Yheq/dh1E2EZVX2rXzJKLH3sGJ4775D4xrv9LtGO25l2HNuBDv4A5UOAdjsEzfEkKcXkKWxV0XLuJzzz1DtDVZPDKBRnuaZ7fv5tHN2wHNRaPK+djMGdjp+gQLkSGO47Frew27dx7G8zQdbwWblkFNVTNDymTZijg1SCI5UGSPhCGXQaIeskZA9iiUUujQ69BSAbS7Q2tYUHpO+vMUT4bc4dC4t22dpBGAQTNR2UN6/Wlkgt65HFJezgHt4m1dgnnme7t0HmP8PLz/196dx1dVn4kf/3zPOffe7CskkABhC4uAiASRTUAQBVtbFdtpa1u3Wqu22nGs9TXT6fKzrUutznR36nRqa0fbuoxYtWhRbJEtrAKyQwJhyUIgCzd3Oef7++Nku7k3IQnZed6vF5qcc+85z72EnPuc7/f7PFvectdvxjyROzLZWcobh5nXNcmzEEL0R8k+H48tXMQT69Zx8mwtBmAog0DIoTrYdDPwrwcPs6u8gicWLcRjxpiZI0QP2775GD9/6h/YjiYUDKMNBS2SyXDIZvjI9F6LUYiuJolkP6DL18OJt92Kpg2/kkZ+zk0ux98KB16E6oOAAVY8jLoBFZ8V81hKGTD1bvTx9XByIxgWauhsyJrWY6+np+lwwJ2625Jjo4PnGGVsxpp1E8G968Bf5Y5uNtwqbzi0MlDZo88/YCGEuIANTUrix4sXc7K2lqBt86vNW/movCLqcUeqqvnx+o08NPvyXohSiCYnjp3h6cfei5rO2jyZ9PpMFizJJyU1LvZBhOjqMzDQAAAe4klEQVSHJJHs47T/uJtE6hZVTA8/j574L25l1vG3osNn3fYY3tRzrqtThoXKnQO5c7o3+D7CGDENZ+3zjd83tuywfJijCtp9HJWQgve2/8TesQp742tQVe5WzG1geTBnL++qsIUQ4oKWnZgIQGlt7GquAJtPnKTC7yczPr6nwhIiwvt/289//3I9th1dyNA0FXHxFunpCVx93QTmX5XfCxEK0X0kkezrTm0BHauwgIaaA5AyAcBNKGO0+2gvfeYQumgV+CsgYzxqxEKUr3/M4dda43z4Js7WV8FfDWk5mLO/gDHcbReiUodgXPJx7K0rIBRsSshDIezCV1FXfw3lad8dQuWLx5p+Lea0a7DXvoJd+BrU1aKGjsVafAfGoOHd9CqFEOLClJ+RTkWJP+Y+r2FwsqZWEknR4xzH4enH32fLhtb7cJumwU1fuJRFV4/rwciE6DmSSPZ1ToCo/oKN+7qmwa1zYhPser5pzWTNMfSxdTDzIVRcWpecA0AHqtDF69H+0xhZ4yF7sjvVtmF/yA9VxyEhAxXf/vM6m17G2fZaU0XV0yXYK5+EpQ9j5EwEwLzs0ziORm96lca5qNpBH9lG+N1n8Cz5WodeizJMrDnLsebICKQQQnSnT180kY0lx4h1SzXkOOQkJ/V4TOLC5tgOX7vrFU5XuDc42poHNmFS+wr6CdEfSSLZ16VOhKpdTUleA21D0vmvx9OODbv/GHl8bUP4LPrQX1ETP33e5wDQ5Xtx/v4kOA44IZwD70DaSIz5D4Iy0dv+jN7zllsoyA5DzlSM2XehrLYb92o7jLNtRXRbjnAQZ+OLGJ/4TtNjD2yIXitph9AH1qNDda2OSrpTYXVE0iuEEKJnjEhN4aHZs3h07TqcZn2QvabJvOHDSItzf3fXBkNUB4MMTojHlGquopsEgzbfuH8FpyvdGgutJZEej8GseSPJHZbac8EJ0cMkkezrksdB4iioPVw/AqlAWZC9EGV1wV1Yf3nrfSUrPjr/4wNaOzhrfxaZ7IUDUHkIfeBdUF70nr+CHXL/ABzfhrPxt5izvnSO+M/QVO2mxXlPH4vcUNdG76bAWbePY/PnOzbhNf+Ls/VNCPpRg/KwFt2BMWxS2zH1EOd0GeGNK9FVlZjjLsWcNBNlSPVCIcTAMz1nCE8sWshvtm1nT8UpEjwelo0dw/UTxhEIh/nphq2sPXocQyksw+C2aZNYPDqvt8MWA9Dvf1NIWWltYwKpiU4mlYIvfukyrlg0poejE6JnSSLZxylloPP+Car3wuldYHohfRoqIbfV5+iwH7SN8rQj0fQkxK5oCuDtoulCZ0ogHKM6qh1EF60Bv98tFBSxLwRF69Azvtj2qGR8KhD7zrNKy4n8PncS+sC6pmqrDXxJkBg9lTb89i9xdv+9sf+kLi8i9NIjeD7zA4ysUa3H1APsPZuoe/bb7t9dOER4w18xcsYQd8/j5xzFFUKI/mhkWirfnT8vavuT67ewoeQEQdvBcQBsnl67jY1HT/KNuQUyOim6xP595Tz7XxsoKjoNhvtRQilQOjqZXP7ZS5i/uG/05haiO8lv135AKQOVMgE14gZU7sdaTSJ14DTOjl+gN34XXfgIzpYfoWtaXwQOoLzJkJ4PqsVIluFF5S3qohdgtLrME2VAoLqVnTp2Atr86aaFMfXjYPkid1hejBmR03Ktyz8DnnhoPmpnebEW3B41bVX7q3E+er8xiWxkB7HXv9RmTN1N2zZ1z/0AQgEI14/gButwSvYTWvdmr8YmhBA9qSoQbJFEQsNH+jVHTnDji29worqm1+ITA8OJE9V8//+tcpNIqM8g69t71GeQuv7P4qXjuO7Gyb0VqhA9ShLJAUJrB73j51B12F3jqG3wn0Tv/CU61PZFVE2+BVJHgeEBM879/8jFqOxp6HAAXXMCfY6Erk0pOeBLjt5uelGj5kPWeGKuMvAlx35eC8b0G9ykMT7VPU56LuaSBxoL7TRQaUPw/NMTGBctgszhqNEzsD75bYzRl0UdU1eVghljwF5rdHnROWPqTk7J/qYpwM2FAtiF7/R8QEII0UvO1AWwDKPZRJPIa0nYcbj3jdU9HpcYGLTWFBVV8txvNxEKtSj31JBMKgWG++fyeXl88UvRnymEGKhkautAcXofhM4StV7QsdGlhajcBa0+VXkSUAX3of3lEKiCpKFgxuHsfgUOr6ofUXTQI65ATbyxw0VnlFIYs7+Ks/oxdyqmE3JHQLMno0bNQw0ah3Nyl7tusmGarenFmHFLY09MbYdxdr6J3vsuODZq9CyMqZ9AeeJRSmFevAzz4mXnjiVlMNaCO879uNRst+hP1A4DldXLax5MK3p6bgOZ1iqEuIAMSUpAo+t/JcYue1IXttlyvJRpQ7N6NDbRv506dZYfPvoepaU1hAM22mltapWbU9557yzmzT//IohC9CeSSA4UgUpiFp3RYfCXtesQKn4QxA8CwDn4DhS9G1nNtfjvaE88Kv9jHQ5PpedhfOwpdMkmCFShBo1DZdT/wk0ZirH0EZxdr0PZXkgegnHRx1CDmhI2+29PwvGPGtdS6h1vYBdvxvzkD1BG1/8Yq7gkjCmLcXasiiwSZHowL7+xy8/XEUbOaFRiCjrYYpTYG4dn1rW9E5QQQvQCj2nyuSkT+e/NOwk7scqeuIpPV0siKTrkiR+9T0lJFY6jUfVJZFRRHUOx8MoxXL98MpmDEns+SCF6mSSSA0XSsNjbDS8qpROFYQ6tjC6A4wTh0N+gE4kkgLJ8qLzZsfclDca87NaY+3TZATixOzIeJww15ejDhajRl3cqnnOxFt6GnZSBvel1CNSgssdgLbwdI3N4t5yvvZRS+G7/HnU/f9AdNXUcQGNNnYc5bUGvxiaEED3tuvFj8BomP92wvdXHFOS6vfwqztZRVutnWGoSSV5PT4Uo+gm/P8Qzz25kw8aj2MGmqaw6RlEdr9dkxmXDuOOumb0SqxB9gSSSA4RKGoZOGQ1VB5tGEZUJniTInBrzOVo7ULYTXbELPMmo3Jmo+Ex3Z7A29onCfrR2uq2norbDOB/+H3rvKggHUblTITU3dmXZcB365G7opkRSGSbWzBuxZvbuCGQsZu4YEr7zAvau9eia05hjLsYYIqXuhbhQKKXuBO4EGDFiRC9H0/uuyR+JzzJ58oMtUfsmDEpnUEI833u3kI1HS/GYBmHH4RMTR3HbpRMal1CIC9uKv+zmd3/Y6n6jNYpmI5BKodGo+kwyOdnHVUvGcf0NfaMdmBC9RRLJAURNuAVdshpK17sjdpkXo4YvQZnRd121E0Zv+ilUFYMdAGWiD6+EqbejBk+BlGFwJkZRmcQhXZ5E6rOn0KcOoxIycba+hD62o2kK6+ENbkVWZQItCsyYHki+cKcqKY8Xa2p0KXwhxMCntX4GeAagoKCg9cVbF5CFo4YzLCWZH63ZxPGas1iGYvHoEdw1YwpPf7CNwpJSQo5DqL686592HGBd8QkeuuJSxmZK0/gLVTBo841/fYuSY9WtTIyupxSW1+C6j0/kppsu7qnwhOjTJJEcQJRhoYYvguHtaNtxbL2bKDr100XrK73qD/8HFjyGmngTesN/Nu0HMDyoiz513nHq2gqcnSvQJ3a57T3qqtz+mE7YrUZqN/9M5LjbVcO9wWb7DAtj7NzzjkcIIcTAkJ+Zxq+ui7wGBm2bdw8ea0wgmztSVcsDb33AY0suZ8Lg9J4KU/QR23ac4LEf/51Q0HYrsAJodwmJblbUTuFOZU1NiWPp0gm9Fa4QfY4kkv2E1hqqD0DVATATIHMqypvS+eMd3xiZJDbuAM4cRmWMhVn/gt63AqpKIGkoKv9aVHrnKpJpO4Q+Wog++REc/sBd22c3K6Xt+Ju+NoisG+SEYOhkqKuGU0fcpDIxE3PBvai4zr8HLTkVR8FfhcoahfLGd9lxhRBC9B5/yEa32swYAmGb+/+yhuGpydw3ewqTszN6MDrRG0Jhm//4+VrWbyxxNzRMb9a66Z614SaTBjB4UCJXLR7L4sVjSUiQ6uhCNJBEsh/Q2oZ9v4fqQ27ypyw49g567M2o1PzOHbTVSqe6cZ9KHYEquKdzMR/diLPzVfCfgpRcqCl325OEA/Wr1TswE8uwUIPHYE67CX32NDg2JGZ02boWXVtJ6JUfoCuOgmGCE8ac+1ms6dd1yfGFEEL0nhSfh/R4H2W1rfdD1kDR6Rr++Y21zBqezYPzppLkk2I8A9VvfreFjYUl0TuUcvtFU78+Uim8cSbf//7VpCT7ejhKIfq+7qmYIrpWxTaoPthsGmrYHaU78ALasdt+bivUsLnudNKWrDhIOb/CDc6B93A2/Jc7khnyQ9k+8Fc2tdE4Z/7X4gGGhTHOnaqkEtJQSZldWhwh9OoP0aWH3PiCZyEcxF7zvziHt3bZOYQQQvQOpRRfvXwKXqN9140Pik+y/A9v86ftByKmN4r+be/+cp765Vq+9cNVvLP6YOQqmhg07nTWH35viSSRQrRCRiT7g/LNkf0cG2gHao9A8siOHzNrKgy9zF0riXLvwikDNe2uqGI6Wms4Uwx2HaSNQsVKQBsf66B3/Cm6dUhLqlkt7ZZMD2C7bS18KaAU9opvofIKMKbd2KXTWXXlcXR5cXRV2FCA8KYVeEde0mXnEkII0TsuG5bNk8vm8Mh7myit8UdcerR2/zRQCmyt+XXhHtYfKecLl+YzZUi6VHftpyoqz/Lgt9/mTFUgckf9MprW/lZzhiTx5GNLsSyzu0MUot+SRLI/aKtKaicrqCqlUBd9Bp13JZzaC55EGDwlqsKrrj7uFt0J1jRN+ZhyM8awVvomBWogfI4ksoEBNB9QVYY7+jj/flT2BOx3fwIl25squO5ZhV28BfOGx1GeuI6/6Bh0XbU7nTWWs6e75BxCCCF6X35mGs9ev5BfF37EG3uLCNpOsyQyMp3QGkKOZnNJBZtLKvCZJg/On8yVY3N7JXbROVpr7nv4Lfx14dj7VfRKG8syuPfLM5kzS1pqCXEukkj2B4MKoKY4ujiOYUHisPM6tErMhsTsmPu0dtDrfgyBM5E7tj+HThmGSolxQfUmtDu5VYaJxoDEQRCfjkodijF+CSo1B326JCKJBNy1kYFq7C0vQ80ptzDOyBkY4+ejrM4tfleD8mL3qDQ9GKMLOnVMIYQQfZNlGNx12STuKJjIo6u3sqb4eMwpjo7TUMLTTTADts0jq7bxH//YxYMLpjB35JAejVu0X10gzKoPiti2q5RQINxqEukW2ImcGTV/Xh5fuf0yTFNWfgnRHpJI9gcZk+HMbqjc6SY9ygQU5H++y3s6RqjY4/aYbMkJo4tWo6Z8NmqXMiwYuwj2v9OUBKr6/yiLxmI+3gRUwW0YacNR8WlRx9HlB2MmpDrgh62v199C1ugTe3B2vY11/SOdSiaVx4c5/1bs937TtIbT9EBCCualH+vw8YQQQvR9lmHw8PxL+P3WRP6wbX/EVFfHISKJdLlfVwfD/PvKLcwbmcXDCy8hziPTHvuK0vIavv3UGo6drGncZthOm8VA4uM9JPks8sdm8qnrJzN8mPQTFaIjJJHsB5QyYPSn0GePu+0/rARIn4Qyu3nxd7C2lR0aglWtPs2YshxHKdj3jtuf0pMAU5ZjJA5GVxajkrJg6MWo1qaUAipxUPRZta5vC9JsBDEcgKoTOHvew5y0pH2vqwVr6hKMzFzsTSvQNZUYoy/FnHYtKi6pU8cTQgjR95mGwRcvHc8144bz6Oqt7CytbLhHeU7vHyrl/YMrGZuZwl2zJjB9WGa3xytiKzp6hsefWc+RY9VAZPqvVVNHj1juvm0Gsy8b3u0xCjFQSSLZj6iEoZAwtOdOmDEWnBhTQkwfKntqq09TysCcchN60vUQrgNPQuPIqcqa2L5zDxkPCWlQXdo09bS1i3s4iD60ATqZSAIYwyZhDJvU6ecLIYTon7KTEnjq2tlsPFrGL9btoqiytZuokTSwr6KaB17fSF56IvfPuYiLczIw21kdVpwfrTVff2QVB4+cicgWmyeOumH6agyLrhjFrBnntzxIiAudJJKiVSouDT16CRxqNk3V8LprKoeee/2gMizwdm5UTykDc9m3sN/7GZTuddcyxCdBbXXsirA+GT0UQgjReTOGDWbG8vl8VHqar722Fttp7CZ4TkWVtfzz6xtJ9Hp5cP5FzB8jayi7yzsfFPHsH7dTe7ZZNfuIirq6KZlUCttQWLppLWRigod7bitgZoGMRApxviSRFG0yJnwSnTEGfXg1hP0wtAA1Yk5UddfuoBLSsZb9GzpQA3YIHZeK/cJ9UF1OxB1Gy4sx6epuj0cIIcTANzErjT9+7koefH0DBytrgMiEsqlVSGSS6WioqgvyyN8+JDc1gZyUBKrqQgxOipNRyvO0+2AF7208SkXlWdZvPs45U/zmA5GGwehRGTzxrwvRWksbFyG6kCSS4pxU1hRU1pSo7frMUfTeN6H6GGSMRuUvjbm28bzPXz/aqAC17GHCf/mB22YEBU4Yo+DTGDntnDIrhBBCnEN6vI9f3zSPsho/D7y+nqNVfqApidRtrKMM2Q7f/MsWTjTrW5joNfnp9TPIz+q6PsgDXShk8+LKvbzw5h4cx33DlaNR0GYBnZYGZ8Tz0FfclmWSRArRtZRu67dhCwUFBbqwsLAbwxH9hS7bjf7gKbBDgHYrrJpe1IJ/i90WpCvPrR30yf0QrEVlj0P5Erv1fEKI7qOU2qS1ll4750Guzd1vX/kZXttVzHsHTlITCMdcddfQk1JrVb+0Pzppef5zs8nLkKUYran1h9iyu5QVqw/x4b7y6AdojXLAdNr47Fo/jVUBy5eN4+brJ0sCKUQHtffaLCOSolP01uci1ypqB8J16A9fQM15oFvPrZSBGjKuw8/TtZXY6/6Ec7AQvAmY05ZhTFncvS1UhBBC9Hv5g1J54Iop3DlzAr9Yu5s3d5dEJJMNSSSomK2JG3zrre0899nZ3Rxt/7JldxlvrT3M8fJaDh49gx3WrU9bVQptaLcTWhuPWTAzl6/dUoBlSXsWIbqTJJKiw3Q4ADUnY+8s39ezwbSTrqsh9PyD4K8CxwYqsFf/D7r0INbiu3o7PCGEEP1Ass/DNxZM4SuzJvDKjiJe3VFMpT+Eo91Ve6ahcOzWR8uK26gIu/lIJZuKK5mSk8rlowZuOxF/IMx7m0p4fc1h9h853biWUQGqvkpOWy07Gh/c4m2O85ksnT+aW26UEUgheookkqLjDAuUSczbrp74Lj+dDgdBGSgz+sdV19Vg/+M5nP1rAY0aVYA19xZUYlrE4+wP34a62voksl44gLPrPfTMm1DJA/eiLYQQomsl+zx8YfpYPn/pGFbtP8EftxVRFQhx+YhB/HnbkVbXUMbFGCGrDYT49G/WU1rTtKYyNc7iJ8uncayqjswEDxOyk/F5+vdHtt+t3MPzK/dh2/WfHRyN0bw9h8atvtqOJVfNE83xYzJ45Otz8Xn79/sjRH8k/+pEhynDROfNgaI14DQrv216YexVXXYefboE+/1focsOgFKoYVMx592Jik919zsOoZf/HU6faOx3qfevJ3R8L56bn0ZZ3qZjHdkRu22IaaFLD0oiKYQQosOUUizKH8qi/KYezyleD89uOBjz8bfPHBO17b6XtkYkkVpD5dkwNz8Xue7VUPCNq8ax/JK+2/swbDus+6iUkrJaRuckMz1/MIaheO6tPfxu5V73QQ2jhYZ7P1q1TB7bSibrt1+3aAxLrxhFVmYiPq9MXxWit0giKTpFXfxZdKAaTmwH0wI7DCNmo/Kv6ZLj60AN4de+DcH6aUAa9JFthF//HtbyJ1DKQB/Z7rYCqU8i3cfZEKjBObAec/y8pnjTstHFRvQoqnYguesrzQohhLgw3TpzLP6QzR+2FEVsXzgmi+VTR0Rsc7Rm+7GqiG2t5VCOhkdX7mVURiLTR6QDcORULd95bSf7ymrwWSbXTBrC3LGZ5KQlMDwjoctek9aamrowwZBNYpzFmp0neHH1IUrKa0mMt7jjmglMzx/EV3+yhqqzQUJhB49lMDQjgR9/ZRYv/G1/9EHr1zsqp/5rNOocg5EpiV6+fvM0Zk7N6bLXJoToPEkkRaco04O6/F702VNwthyShqDiuq6sub3zrxCqi9yobTh7Cn1sFyp3MvrUkfqqsS2E6tAVxRGbzEuuxdn5LoSbjUoaJqTlYGSN6rK4hRBCiLvnjufuuePZdKSc8togs0YOJiUuuv+y02r10dbX+H3vzY/4vy/PpvBwBXf/YUvj9rqQw4sbi3mx8AiGozGVwtaa3LR47l2Uz8KJ2a0eU2tN4YEKXt90lKDtcNXFOcy/KBvTULxReISnV+yiLuTeiFW2g6qfWqoAf9Dm0Re3kZrgofZskIaZq2Hbpri0hl+u2EXIbqMCkRtAzK8NBRNGZXDDlWOYOTVH+nEK0cdIIinOi0rIgISMLj2mvfkl9JaXY6/BdBx01XHInYxKGwqmJ3LdI4AnDpUe2YJEZeRiXfdNwit/BnXVoB1U7iSspfd1aexCCCFEg+nD257xYpkGqXEWZ+rCbT6uubL6abAP/nl79M76aaOOcpNUBRyt9POdV3dgmQbzxg2OecyfvbWHVzceoS7kXk8LD1Swctsxll2Sw+Ov7KB5vqsN5a5vbJEDn6kNNrbdaBC2Ne9vP45pKOy2WnaAO/MI8HlNpk/M4sZFY5k4MgNDkkch+ixJJEWf4pTswNm+InYSCe5ayYw898u8aZCQCtWhpmRSGeCJwxg7K+qpRt5UPHf8yp0O641DxSV318sQQggh2uW7yyZx/8vbWmx1q8DGkpXs44w/RG3Qjrk/lrqww89W7YuZSB6tqOXlDcUEw03XXX/QZtPBCvYfPUNU/qcU2gBtt9GmI/IJXDsrj9fWHI7cXN8TsmEEMine4vbrLmLpnJFSdVWIfkISSdGnOB+9DeFA7J2GicrMQ2XlA27RH8+NjxBe/Wv0oUL3ojRiKtaCL6E8vpiHUEpBSuw7skIIIURPmz16EL/7/Awef2cPh0+dZXCSj7KaEGf8MZZuAN9ZNhGP2fFEq6TSH3N74YGKmAmhP2gTDrQ/WQWi2nKYhmLelCHce8NkwrbDm+uL0fWZaXKcxXVzR/GJeaNIT4nr2HmEEH2CJJKibwnFvtABMOJSzAX3RNypVAmpeJY+gNYa0ChldH+MQgghRBcan53Cs5+b0fh9TSDMb9cV8dyGIhraUlqG4t+unsAlw9xCO0NTfByvauXGawy5abHbcyX4rJjTRy1TkeqzOFUdo+J5LEqRFm8RCDnUBW3ivSZpST6+/PGLUErx9U9N5b7lFxMI2cR5TRl1FGIAkERS9CnG6FnYJ/dGj0paPqz5d6OsNkYa2znJRgghhOjLknwW98wfwz3z3XYhWuuoxOvZL87gup/+g3DDCGBEwZrIK6LPMvjKlWNjnmvuhCx+9NrOqO2mUtx1zXgee2lH5PpGrVH13zefgHv71eO4cd5oVm87xpGyGsbkpDJ38hA8VtMNXsNQxPvko6cQA4X8axZ9iho7F7X7XXRlsZtMKgMMC2PWrSiPTH0RQghx4Yk1ejcoOY4131zE8+sO85cdJ3AcTWqcRZU/jAIqaoJU+UMMTYvn3kVjmT8+K+axE3wWT3x+Og89v7l+do9bGOfh6yezaMpQMhJ9PP7KDkrP1GEAeVlJTB2ZTtHJGk5XBxiZncT9108mPdm9Rl89Y3j3vRFCiD5F6dYaFsVQUFCgCwsLz/1AIc6DdsLoQ+txDhdCfArm+CtRmXm9HZYQohsopTZprQt6O47+TK7NojWxRjJbEwo7bC06RdjWXDIynXivjDUIcaFq77VZfkuIPkcZFmrMHIwxc3o7FCGEEKLf6sg6RI9lMGNM2+1KhBCiOalMIoQQQgghhBCiQySRFEIIIYQQQgjRIedMJJVSdyqlCpVShWVlZT0RkxBCCCGEEEKIPuyciaTW+hmtdYHWumDwYGnkLoQQQgghhBAXOpnaKoQQQgghhBCiQySRFEIIIYQQQgjRIZJICiGEEEIIIYToEEkkhRBCCCGEEEJ0iCSSQgghhBBCCCE6RBJJIYQQQgghhBAdIomkEEIIIYQQQogOkURSCCGEEEIIIUSHSCIphBBCCCGEEKJDJJEUQgghhBBCCNEhkkgKIYQQQgghhOgQpbVu/4OVKgOKui+cRoOA8h44z4VG3tfuI+9t95D3tXv0pfc1T2s9uLeD6M968Np8vvrSz11nSPy9S+LvXf05/v4cO/RO/O26NncokewpSqlCrXVBb8cx0Mj72n3kve0e8r52D3lfRW/o7z93En/vkvh7V3+Ovz/HDn07fpnaKoQQQgghhBCiQySRFEIIIYQQQgjRIX01kXymtwMYoOR97T7y3nYPeV+7h7yvojf09587ib93Sfy9qz/H359jhz4cf59cIymEEEIIIYQQou/qqyOSQgghhBBCCCH6KEkkhRBCCCGEEEJ0iCSSQgghhBBCCCE6RBJJIYQQQgghhBAdIomkEEIIIYQQQogO+f89cQLbzfE5IAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10cac0710>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import random_projection\n",
    "\n",
    "fig = plt.figure(figsize=(16, 8))\n",
    "plt.suptitle(\"Random Projections with %i points, %i components\"\n",
    "             % (n_points, n_components), fontsize=14)\n",
    "\n",
    "init_random_state=0\n",
    "\n",
    "t0 = time()\n",
    "transformer = random_projection.GaussianRandomProjection(n_components=2, random_state=init_random_state)\n",
    "Y = transformer.fit_transform(X)\n",
    "t1 = time()\n",
    "    \n",
    "ax = fig.add_subplot(121)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "plt.title(\"%s (%.2g sec)\" % ('GRP', t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')\n",
    "\n",
    "t0 = time()\n",
    "transformer = random_projection.SparseRandomProjection(n_components=2, random_state=init_random_state)\n",
    "Y = transformer.fit_transform(X)\n",
    "t1 = time()\n",
    "    \n",
    "ax = fig.add_subplot(121+1)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "plt.title(\"%s (%.2g sec)\" % ('SRP', t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Last but not least: PCA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-1.787748966944783,\n",
       " 1.8774938618864556,\n",
       " -1.2652685544771947,\n",
       " 1.3457965948560522)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ca86f98>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.decomposition import PCA\n",
    "\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "plt.suptitle(\"PCA with %i points, %i components\"\n",
    "             % (n_points, n_components), fontsize=14)\n",
    "\n",
    "init_random_state=0\n",
    "\n",
    "t0 = time()\n",
    "pca = PCA(n_components=2)\n",
    "Y = pca.fit_transform(X)\n",
    "t1 = time()\n",
    "    \n",
    "ax = fig.add_subplot(111)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "plt.title(\"%s (%.2g sec)\" % ('PCA', t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Ok, one more - UMAP\n",
    "\n",
    "Surprisingly hard to get the 2 parts back, choose correct metric!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(64.88192713747745, 84.71136509885072, 72.67726925898336, 88.32910128545024)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10c9d7cc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import umap\n",
    "t0 = time()\n",
    "n_neighbors_umap=30\n",
    "Y= umap.UMAP(n_neighbors=n_neighbors_umap,\n",
    "                      min_dist=0.5,\n",
    "#                      metric='correlation').fit_transform(X)\n",
    "                      metric='euclidean').fit_transform(X)\n",
    "t1 = time()\n",
    "\n",
    "fig = plt.figure(figsize=(8, 8))\n",
    "plt.suptitle(\"UMAP with %i points, %i neighbors\"\n",
    "             % (n_points, n_neighbors_umap), fontsize=14)\n",
    "\n",
    "ax = fig.add_subplot(111)\n",
    "plt.scatter(Y[:, 0], Y[:, 1], c=color, cmap=plt.cm.Spectral)\n",
    "plt.title(\"%s (%.2g sec)\" % ('UMAP', t1 - t0))\n",
    "ax.xaxis.set_major_formatter(NullFormatter())\n",
    "ax.yaxis.set_major_formatter(NullFormatter())\n",
    "plt.axis('tight')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
